Highest average sector exposure
Sectors ranked by average role exposure benchmark.
Ranking
By industry
Compare exposure patterns across industry sectors and drill into each sector ranking.
24 sectors indexed. Showing role-level rankings for Professional, Scientific, and Technical Services (54).
Largest sector coverage
Sectors with the largest number of benchmarked 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
Show rankingAccommodation and Food Services (72)
20 roles • 76% avg exposure
Highest: Food Servers, Nonrestaurant
Lowest: Food Preparation and Serving Related Workers, All Other
Show rankingManufacturing (32)
25 roles • 76% avg exposure
Highest: Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic
Lowest: Machinists
Show rankingAgriculture, Forestry, Fishing and Hunting (11)
14 roles • 74% avg exposure
Highest: Agricultural Equipment Operators
Lowest: Logging Workers, All Other
Show rankingRetail Trade (45)
4 roles • 73% avg exposure
Highest: Parts Salespersons
Lowest: Advertising Sales Agents
Show rankingTransportation and Warehousing (48)
40 roles • 67% avg exposure
Highest: Bus Drivers, School
Lowest: Control and Valve Installers and Repairers, Except Mechanical Door
Show rankingOther Services (except Public Administration) (81)
20 roles • 65% avg exposure
Highest: Maids and Housekeeping Cleaners
Lowest: Recreation Workers
Show rankingTransportation and Warehousing (49)
8 roles • 62% avg exposure
Highest: Automotive and Watercraft Service Attendants
Lowest: Musical Instrument Repairers and Tuners
Show rankingUtilities (22)
15 roles • 61% avg exposure
Highest: Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons
Lowest: Civil Engineers
Show rankingMining, Quarrying, and Oil and Gas Extraction (21)
22 roles • 60% avg exposure
Highest: Floor Sanders and Finishers
Lowest: Solar Thermal Installers and Technicians
Show rankingReal Estate and Rental and Leasing (53)
17 roles • 60% avg exposure
Highest: Dispatchers, Except Police, Fire, and Ambulance
Lowest: Quality Control Systems Managers
Show rankingConstruction (23)
41 roles • 59% avg exposure
Highest: Paving, Surfacing, and Tamping Equipment Operators
Lowest: Environmental Engineering Technologists and Technicians
Show rankingManufacturing (31)
85 roles • 59% avg exposure
Highest: Sewing Machine Operators
Lowest: Solar Energy Systems Engineers
Show rankingRetail Trade (44)
3 roles • 59% avg exposure
Highest: Sales and Related Workers, All Other
Lowest: Insurance Sales Agents
Show rankingWholesale Trade (42)
12 roles • 59% avg exposure
Highest: Gambling Change Persons and Booth Cashiers
Lowest: Sales Engineers
Show rankingArts, Entertainment, and Recreation (71)
20 roles • 56% avg exposure
Highest: Manicurists and Pedicurists
Lowest: Set and Exhibit Designers
Show rankingAdministrative and Support and Waste Management and Remediation Services (56)
61 roles • 55% avg exposure
Highest: Landscaping and Groundskeeping Workers
Lowest: Chief Executives
Show rankingFinance and Insurance (52)
56 roles • 55% avg exposure
Highest: Order Clerks
Lowest: Architectural and Engineering Managers
Show rankingInformation (51)
18 roles • 52% avg exposure
Highest: Designers, All Other
Lowest: News Analysts, Reporters, and Journalists
Show rankingProfessional, 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
Show rankingManagement of Companies and Enterprises (55)
4 roles • 47% avg exposure
Highest: Tax Preparers
Lowest: Purchasing Managers
Show rankingHealth Care and Social Assistance (62)
151 roles • 41% avg exposure
Highest: Amusement and Recreation Attendants
Lowest: Nurse Anesthetists
Show rankingPublic Administration (92)
85 roles • 41% avg exposure
Highest: First-Line Supervisors of Police and Detectives
Lowest: Mental Health Counselors
Show rankingEducational Services (61)
45 roles • 34% avg exposure
Highest: Career/Technical Education Teachers, Postsecondary
Lowest: Archivists
Show rankingSector ranking
Professional, Scientific, and Technical Services (54)
Highest automation exposure roles in this sector. Showing top 50 results.
#1Low confidenceCoordinationDSDoor-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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#2High confidenceProductivityCMCourt, Municipal, and License Clerks
Office and Administrative Support • Professional, Scientific, and Technical Services
A large share of Court, Municipal, and License Clerks tasks are currently automatable in Tax Preparation Services.
Exposure benchmark: 88% • SOC 43-4031.00
Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#3High confidenceCoordinationFSFirst-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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#4Medium confidenceInsightWPWellhead Pumpers
Transportation and Material Moving • Professional, Scientific, and Technical Services
A large share of Wellhead Pumpers tasks are currently automatable in Research and Development in the Social Sciences and Humanities.
Exposure benchmark: 84% • SOC 53-7073.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#5High confidenceCoordinationCACredit Authorizers, Checkers, and Clerks
Office and Administrative Support • Professional, Scientific, and Technical Services
A large share of Credit Authorizers, Checkers, and Clerks tasks are currently automatable in Other Management Consulting Services.
Exposure benchmark: 83% • SOC 43-4041.00
Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#6High confidenceProductivityHAHeavy and Tractor-Trailer Truck Drivers
Transportation and Material Moving • Professional, Scientific, and Technical Services
A large share of Heavy and Tractor-Trailer Truck Drivers tasks are currently automatable in Commercial Photography.
Exposure benchmark: 83% • SOC 53-3032.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#7High confidenceProductivityRARecycling and Reclamation Workers
Transportation and Material Moving • Professional, Scientific, and Technical Services
A large share of Recycling and Reclamation Workers tasks are currently automatable in Research and Development in Nanotechnology.
Exposure benchmark: 83% • SOC 53-7062.04
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#8High confidenceSystemsACAircraft Cargo Handling Supervisors
Transportation and Material Moving • Professional, Scientific, and Technical Services
A large share of Aircraft Cargo Handling Supervisors tasks are currently automatable in Other Management Consulting Services.
Exposure benchmark: 82% • SOC 53-1041.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#9High confidenceOperationsWPWord Processors and Typists
Office and Administrative Support • Professional, Scientific, and Technical Services
A large share of Word Processors and Typists tasks are currently automatable in Industrial Design Services.
Exposure benchmark: 82% • SOC 43-9022.00
Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#10High confidenceOperationsASAircraft Service Attendants
Transportation and Material Moving • Professional, Scientific, and Technical Services
A large share of Aircraft Service Attendants tasks are currently automatable in Commercial Photography.
Exposure benchmark: 81% • SOC 53-6032.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#11Low confidencePlanningCECommunications Equipment Operators, All Other
Office and Administrative Support • Professional, Scientific, and Technical Services
A large share of Communications Equipment Operators, All Other tasks are currently automatable in Computer Facilities Management Services.
Exposure benchmark: 80% • SOC 43-2099.00
Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#12High confidenceSystemsESExecutive Secretaries and Executive Administrative Assistants
Office and Administrative Support • Professional, Scientific, and Technical Services
A large share of Executive Secretaries and Executive Administrative Assistants tasks are currently automatable in Direct Mail Advertising.
Exposure benchmark: 80% • SOC 43-6011.00
Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#13High confidenceCoordinationPSPostal Service Mail Sorters, Processors, and Processing Machine Operators
Office and Administrative Support • Professional, Scientific, and Technical Services
A large share of Postal Service Mail Sorters, Processors, and Processing Machine Operators tasks are currently automatable in Advertising Agencies.
Exposure benchmark: 80% • SOC 43-5053.00
Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#14Medium confidenceOperationsADAmbulance Drivers and Attendants, Except Emergency Medical Technicians
Transportation and Material Moving • Professional, Scientific, and Technical Services
Ambulance Drivers and Attendants, Except Emergency Medical Technicians shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 78% • SOC 53-3011.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#15Medium confidenceProductivityNTNon-Destructive Testing Specialists
Architecture and Engineering • Professional, Scientific, and Technical Services
Non-Destructive Testing Specialists shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 78% • SOC 17-3029.01
CAD automationSimulation toolingTechnical copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#16High confidenceInsightCACargo and Freight Agents
Office and Administrative Support • Professional, Scientific, and Technical Services
Cargo and Freight Agents shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 77% • SOC 43-5011.00
Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#17Medium confidenceToolingFSFirst-Line Supervisors of Office and Administrative Support Workers
Office and Administrative Support • Professional, Scientific, and Technical Services
First-Line Supervisors of Office and Administrative Support Workers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 77% • SOC 43-1011.00
Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#18Medium confidenceExecutionRCRecycling Coordinators
Transportation and Material Moving • Professional, Scientific, and Technical Services
Recycling Coordinators shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 77% • SOC 53-1042.01
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#19Low confidenceOperationsMOMotorboat Operators
Transportation and Material Moving • Professional, Scientific, and Technical Services
Motorboat Operators shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 76% • SOC 53-5022.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#20Low confidenceExecutionOAOffice and Administrative Support Workers, All Other
Office and Administrative Support • Professional, Scientific, and Technical Services
Office and Administrative Support Workers, All Other shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 76% • SOC 43-9199.00
Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#21High confidenceToolingRYRail Yard Engineers, Dinkey Operators, and Hostlers
Transportation and Material Moving • Professional, Scientific, and Technical Services
Rail Yard Engineers, Dinkey Operators, and Hostlers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 76% • SOC 53-4013.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#22High confidencePlanningRAReceptionists and Information Clerks
Office and Administrative Support • Professional, Scientific, and Technical Services
Receptionists and Information Clerks shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 76% • SOC 43-4171.00
Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#23High confidenceWorkflowPAParking Attendants
Transportation and Material Moving • Professional, Scientific, and Technical Services
Parking Attendants shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 74% • SOC 53-6021.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#24High confidenceOperationsPOPump Operators, Except Wellhead Pumpers
Transportation and Material Moving • Professional, Scientific, and Technical Services
Pump Operators, Except Wellhead Pumpers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 74% • SOC 53-7072.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#25High confidenceOperationsBABookkeeping, Accounting, and Auditing Clerks
Office and Administrative Support • Professional, Scientific, and Technical Services
Bookkeeping, Accounting, and Auditing Clerks shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 73% • SOC 43-3031.00
Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#26High confidenceInsightBTBroadcast 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#27Low confidenceInsightFSFirst-Line Supervisors of Passenger Attendants
Transportation and Material Moving • Professional, Scientific, and Technical Services
First-Line Supervisors of Passenger Attendants shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 72% • SOC 53-1044.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#28High confidenceExecutionITIndustrial Truck and Tractor Operators
Transportation and Material Moving • Professional, Scientific, and Technical Services
Industrial Truck and Tractor Operators shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 72% • SOC 53-7051.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#29Medium confidenceOperationsMDMerchandise 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#30Low confidenceOperationsMVMotor Vehicle Operators, All Other
Transportation and Material Moving • Professional, Scientific, and Technical Services
Motor Vehicle Operators, All Other shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 71% • SOC 53-3099.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#31High confidenceExecutionRBRailroad Brake, Signal, and Switch Operators and Locomotive Firers
Transportation and Material Moving • Professional, Scientific, and Technical Services
Railroad Brake, Signal, and Switch Operators and Locomotive Firers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 71% • SOC 53-4022.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#32Medium confidenceToolingTTellers
Office and Administrative Support • Professional, Scientific, and Technical Services
Tellers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 71% • SOC 43-3071.00
Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#33Low confidenceWorkflowDDancers
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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#34Low confidenceAnalysisFSFirst-Line Supervisors of Transportation Workers, All Other
Transportation and Material Moving • Professional, Scientific, and Technical Services
First-Line Supervisors of Transportation Workers, All Other shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 70% • SOC 53-1049.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#35High confidenceSystemsFAFlight Attendants
Transportation and Material Moving • Professional, Scientific, and Technical Services
Flight Attendants shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 70% • SOC 53-2031.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#36High confidenceToolingCMCaptains, Mates, and Pilots of Water Vessels
Transportation and Material Moving • Professional, Scientific, and Technical Services
Captains, Mates, and Pilots of Water Vessels shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 69% • SOC 53-5021.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#37Medium confidenceInsightFDFashion 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#38Low confidenceOperationsPAPackers and Packagers, Hand
Transportation and Material Moving • Professional, Scientific, and Technical Services
Packers and Packagers, Hand shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 69% • SOC 53-7064.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#39High confidenceWorkflowICInsurance Claims and Policy Processing Clerks
Office and Administrative Support • Professional, Scientific, and Technical Services
Insurance Claims and Policy Processing Clerks shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 68% • SOC 43-9041.00
Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#40High confidenceExecutionLELocomotive Engineers
Transportation and Material Moving • Professional, Scientific, and Technical Services
Locomotive Engineers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 68% • SOC 53-4011.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#41Medium confidenceCoordinationHAHoist and Winch Operators
Transportation and Material Moving • Professional, Scientific, and Technical Services
Hoist and Winch Operators shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 67% • SOC 53-7041.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#42Low confidenceCoordinationMAMedia 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#43Medium confidenceAnalysisNMNuclear Monitoring Technicians
Life, Physical, and Social Science • Professional, Scientific, and Technical Services
Nuclear Monitoring Technicians shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 67% • SOC 19-4051.02
Research assistantData analysis suiteWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#44High confidencePlanningPPhotographers
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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#45High confidenceToolingDADemonstrators 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#46High confidenceSystemsLTLight Truck Drivers
Transportation and Material Moving • Professional, Scientific, and Technical Services
Light Truck Drivers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 66% • SOC 53-3033.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#47High confidenceExecutionPAPassenger Attendants
Transportation and Material Moving • Professional, Scientific, and Technical Services
Passenger Attendants shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 66% • SOC 53-6061.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#48Low confidenceAnalysisMMMaterial Moving Workers, All Other
Transportation and Material Moving • Professional, Scientific, and Technical Services
Material Moving Workers, All Other shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 64% • SOC 53-7199.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#49Low confidenceOperationsRTRail Transportation Workers, All Other
Transportation and Material Moving • Professional, Scientific, and Technical Services
Rail Transportation Workers, All Other shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 64% • SOC 53-4099.00
Route optimizationScheduling workflowOperations assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
#50High confidenceInsightCTChemical Technicians
Life, Physical, and Social Science • Professional, Scientific, and Technical Services
Chemical Technicians shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 63% • SOC 19-4031.00
Research assistantData analysis suiteWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance