Ranking

By industry

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

24 sectors indexed. Showing role-level rankings for Transportation and Warehousing (49).

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

Transportation and Warehousing (49)

Highest automation exposure roles in this sector. Showing top 8 results.

Automotive and Watercraft Service Attendants workflow scene#1High confidenceWorkflowAA
Automotive and Watercraft Service Attendants

Transportation and Material MovingTransportation and Warehousing

A large share of Automotive and Watercraft Service Attendants tasks are currently automatable in Farm Product Warehousing and Storage.

Exposure benchmark: 86% • SOC 53-6031.00

Route optimizationScheduling workflowOperations assistant
Overall Risk86%
Exposure86%
Task avg86%
Human reliance14%
Open role profile
Refractory Materials Repairers, Except Brickmasons systems scene#2High confidenceSystemsRM
Refractory Materials Repairers, Except Brickmasons

Installation, Maintenance, and RepairTransportation and Warehousing

Refractory Materials Repairers, Except Brickmasons shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 72% • SOC 49-9045.00

Diagnostics assistantMaintenance workflowField reporting
Overall Risk72%
Exposure72%
Task avg73%
Human reliance28%
Open role profile
Geothermal Technicians execution scene#3High confidenceExecutionGT
Geothermal Technicians

Installation, Maintenance, and RepairTransportation and Warehousing

Geothermal Technicians shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 68% • SOC 49-9099.01

Diagnostics assistantMaintenance workflowField reporting
Overall Risk68%
Exposure68%
Task avg69%
Human reliance32%
Open role profile
Commercial Pilots systems scene#4High confidenceSystemsCP
Commercial Pilots

Transportation and Material MovingTransportation and Warehousing

Commercial Pilots shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 64% • SOC 53-2012.00

Route optimizationScheduling workflowOperations assistant
Overall Risk64%
Exposure64%
Task avg65%
Human reliance36%
Open role profile
Electric Motor, Power Tool, and Related Repairers planning scene#5Low confidencePlanningEM
Electric Motor, Power Tool, and Related Repairers

Installation, Maintenance, and RepairTransportation and Warehousing

Electric Motor, Power Tool, and Related Repairers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 62% • SOC 49-2092.00

Diagnostics assistantMaintenance workflowField reporting
Overall Risk62%
Exposure62%
Task avg63%
Human reliance38%
Open role profile
Recreational Vehicle Service Technicians operations scene#6High confidenceOperationsRV
Recreational Vehicle Service Technicians

Installation, Maintenance, and RepairTransportation and Warehousing

Recreational Vehicle Service Technicians is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 54% • SOC 49-3092.00

Diagnostics assistantMaintenance workflowField reporting
Overall Risk54%
Exposure54%
Task avg55%
Human reliance46%
Open role profile
Wind Turbine Service Technicians execution scene#7High confidenceExecutionWT
Wind Turbine Service Technicians

Installation, Maintenance, and RepairTransportation and Warehousing

Wind Turbine Service Technicians is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 52% • SOC 49-9081.00

Diagnostics assistantMaintenance workflowField reporting
Overall Risk52%
Exposure52%
Task avg53%
Human reliance48%
Open role profile
Musical Instrument Repairers and Tuners workflow scene#8Medium confidenceWorkflowMI
Musical Instrument Repairers and Tuners

Installation, Maintenance, and RepairTransportation and Warehousing

Musical Instrument Repairers and Tuners is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 41% • SOC 49-9063.00

Diagnostics assistantMaintenance workflowField reporting
Overall Risk41%
Exposure41%
Task avg42%
Human reliance59%
Open role profile
Rankings by industry - replaced.fyi