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).

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

Open sector ranking

Accommodation and Food Services (72)

20 roles • 76% avg exposure

Highest: Food Servers, Nonrestaurant

Lowest: Food Preparation and Serving Related Workers, All Other

Open sector ranking

Manufacturing (32)

25 roles • 76% avg exposure

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

Lowest: Machinists

Open sector ranking

Agriculture, Forestry, Fishing and Hunting (11)

14 roles • 74% avg exposure

Highest: Agricultural Equipment Operators

Lowest: Logging Workers, All Other

Open sector ranking

Retail Trade (45)

4 roles • 73% avg exposure

Highest: Parts Salespersons

Lowest: Advertising Sales Agents

Open sector ranking

Transportation and Warehousing (48)

40 roles • 67% avg exposure

Highest: Bus Drivers, School

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

Open sector ranking

Other Services (except Public Administration) (81)

20 roles • 65% avg exposure

Highest: Maids and Housekeeping Cleaners

Lowest: Recreation Workers

Open sector ranking

Transportation and Warehousing (49)

8 roles • 62% avg exposure

Highest: Automotive and Watercraft Service Attendants

Lowest: Musical Instrument Repairers and Tuners

Open sector ranking

Utilities (22)

15 roles • 61% avg exposure

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

Lowest: Civil Engineers

Open sector ranking

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

22 roles • 60% avg exposure

Highest: Floor Sanders and Finishers

Lowest: Solar Thermal Installers and Technicians

Open sector ranking

Real Estate and Rental and Leasing (53)

17 roles • 60% avg exposure

Highest: Dispatchers, Except Police, Fire, and Ambulance

Lowest: Quality Control Systems Managers

Open sector ranking

Construction (23)

41 roles • 59% avg exposure

Highest: Paving, Surfacing, and Tamping Equipment Operators

Lowest: Environmental Engineering Technologists and Technicians

Open sector ranking

Manufacturing (31)

85 roles • 59% avg exposure

Highest: Sewing Machine Operators

Lowest: Solar Energy Systems Engineers

Open sector ranking

Retail Trade (44)

3 roles • 59% avg exposure

Highest: Sales and Related Workers, All Other

Lowest: Insurance Sales Agents

Open sector ranking

Wholesale Trade (42)

12 roles • 59% avg exposure

Highest: Gambling Change Persons and Booth Cashiers

Lowest: Sales Engineers

Open sector ranking

Arts, Entertainment, and Recreation (71)

20 roles • 56% avg exposure

Highest: Manicurists and Pedicurists

Lowest: Set and Exhibit Designers

Open sector ranking

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

61 roles • 55% avg exposure

Highest: Landscaping and Groundskeeping Workers

Lowest: Chief Executives

Open sector ranking

Finance and Insurance (52)

56 roles • 55% avg exposure

Highest: Order Clerks

Lowest: Architectural and Engineering Managers

Open sector ranking

Information (51)

18 roles • 52% avg exposure

Highest: Designers, All Other

Lowest: News Analysts, Reporters, and Journalists

Open sector ranking

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

Open sector ranking

Management of Companies and Enterprises (55)

4 roles • 47% avg exposure

Highest: Tax Preparers

Lowest: Purchasing Managers

Open sector ranking

Health Care and Social Assistance (62)

151 roles • 41% avg exposure

Highest: Amusement and Recreation Attendants

Lowest: Nurse Anesthetists

Open sector ranking

Public Administration (92)

85 roles • 41% avg exposure

Highest: First-Line Supervisors of Police and Detectives

Lowest: Mental Health Counselors

Open sector ranking

Educational Services (61)

45 roles • 34% avg exposure

Highest: Career/Technical Education Teachers, Postsecondary

Lowest: Archivists

Open sector ranking

Sector ranking

Professional, Scientific, and Technical Services (54)

Highest automation exposure roles in this sector. Showing top 50 results.

Door-to-Door Sales Workers, News and Street Vendors, and Related Workers coordination scene#1Low confidenceCoordinationDS
Door-to-Door Sales Workers, News and Street Vendors, and Related Workers

Sales and RelatedProfessional, 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 Risk89%
Exposure89%
Task avg88%
Human reliance11%
Open role profile
Court, Municipal, and License Clerks productivity scene#2High confidenceProductivityCM
Court, Municipal, and License Clerks

Office and Administrative SupportProfessional, 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 Risk88%
Exposure88%
Task avg88%
Human reliance12%
Open role profile
First-Line Supervisors of Retail Sales Workers coordination scene#3High confidenceCoordinationFS
First-Line Supervisors of Retail Sales Workers

Sales and RelatedProfessional, 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 Risk86%
Exposure86%
Task avg86%
Human reliance14%
Open role profile
Wellhead Pumpers insight scene#4Medium confidenceInsightWP
Wellhead Pumpers

Transportation and Material MovingProfessional, 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 Risk84%
Exposure84%
Task avg85%
Human reliance16%
Open role profile
Credit Authorizers, Checkers, and Clerks coordination scene#5High confidenceCoordinationCA
Credit Authorizers, Checkers, and Clerks

Office and Administrative SupportProfessional, 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 Risk83%
Exposure83%
Task avg84%
Human reliance17%
Open role profile
Heavy and Tractor-Trailer Truck Drivers productivity scene#6High confidenceProductivityHA
Heavy and Tractor-Trailer Truck Drivers

Transportation and Material MovingProfessional, 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 Risk83%
Exposure83%
Task avg84%
Human reliance17%
Open role profile
Recycling and Reclamation Workers productivity scene#7High confidenceProductivityRA
Recycling and Reclamation Workers

Transportation and Material MovingProfessional, 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 Risk83%
Exposure83%
Task avg84%
Human reliance17%
Open role profile
Aircraft Cargo Handling Supervisors systems scene#8High confidenceSystemsAC
Aircraft Cargo Handling Supervisors

Transportation and Material MovingProfessional, 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 Risk82%
Exposure82%
Task avg83%
Human reliance18%
Open role profile
Word Processors and Typists operations scene#9High confidenceOperationsWP
Word Processors and Typists

Office and Administrative SupportProfessional, 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 Risk82%
Exposure82%
Task avg83%
Human reliance18%
Open role profile
Aircraft Service Attendants operations scene#10High confidenceOperationsAS
Aircraft Service Attendants

Transportation and Material MovingProfessional, 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 Risk81%
Exposure81%
Task avg82%
Human reliance19%
Open role profile
Communications Equipment Operators, All Other planning scene#11Low confidencePlanningCE
Communications Equipment Operators, All Other

Office and Administrative SupportProfessional, 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 Risk80%
Exposure80%
Task avg81%
Human reliance20%
Open role profile
Executive Secretaries and Executive Administrative Assistants systems scene#12High confidenceSystemsES
Executive Secretaries and Executive Administrative Assistants

Office and Administrative SupportProfessional, 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 Risk80%
Exposure80%
Task avg81%
Human reliance20%
Open role profile
Postal Service Mail Sorters, Processors, and Processing Machine Operators coordination scene#13High confidenceCoordinationPS
Postal Service Mail Sorters, Processors, and Processing Machine Operators

Office and Administrative SupportProfessional, 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 Risk80%
Exposure80%
Task avg81%
Human reliance20%
Open role profile
Ambulance Drivers and Attendants, Except Emergency Medical Technicians operations scene#14Medium confidenceOperationsAD
Ambulance Drivers and Attendants, Except Emergency Medical Technicians

Transportation and Material MovingProfessional, 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 Risk78%
Exposure78%
Task avg79%
Human reliance22%
Open role profile
Non-Destructive Testing Specialists productivity scene#15Medium confidenceProductivityNT
Non-Destructive Testing Specialists

Architecture and EngineeringProfessional, 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 Risk78%
Exposure78%
Task avg79%
Human reliance22%
Open role profile
Cargo and Freight Agents insight scene#16High confidenceInsightCA
Cargo and Freight Agents

Office and Administrative SupportProfessional, 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 Risk77%
Exposure77%
Task avg78%
Human reliance23%
Open role profile
First-Line Supervisors of Office and Administrative Support Workers tooling scene#17Medium confidenceToolingFS
First-Line Supervisors of Office and Administrative Support Workers

Office and Administrative SupportProfessional, 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 Risk77%
Exposure77%
Task avg78%
Human reliance23%
Open role profile
Recycling Coordinators execution scene#18Medium confidenceExecutionRC
Recycling Coordinators

Transportation and Material MovingProfessional, 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 Risk77%
Exposure77%
Task avg78%
Human reliance23%
Open role profile
Motorboat Operators operations scene#19Low confidenceOperationsMO
Motorboat Operators

Transportation and Material MovingProfessional, 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 Risk76%
Exposure76%
Task avg77%
Human reliance24%
Open role profile
Office and Administrative Support Workers, All Other execution scene#20Low confidenceExecutionOA
Office and Administrative Support Workers, All Other

Office and Administrative SupportProfessional, 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 Risk76%
Exposure76%
Task avg77%
Human reliance24%
Open role profile
Rail Yard Engineers, Dinkey Operators, and Hostlers tooling scene#21High confidenceToolingRY
Rail Yard Engineers, Dinkey Operators, and Hostlers

Transportation and Material MovingProfessional, 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 Risk76%
Exposure76%
Task avg77%
Human reliance24%
Open role profile
Receptionists and Information Clerks planning scene#22High confidencePlanningRA
Receptionists and Information Clerks

Office and Administrative SupportProfessional, 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 Risk76%
Exposure76%
Task avg77%
Human reliance24%
Open role profile
Parking Attendants workflow scene#23High confidenceWorkflowPA
Parking Attendants

Transportation and Material MovingProfessional, 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 Risk74%
Exposure74%
Task avg75%
Human reliance26%
Open role profile
Pump Operators, Except Wellhead Pumpers operations scene#24High confidenceOperationsPO
Pump Operators, Except Wellhead Pumpers

Transportation and Material MovingProfessional, 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 Risk74%
Exposure74%
Task avg75%
Human reliance26%
Open role profile
Bookkeeping, Accounting, and Auditing Clerks operations scene#25High confidenceOperationsBA
Bookkeeping, Accounting, and Auditing Clerks

Office and Administrative SupportProfessional, 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 Risk73%
Exposure73%
Task avg74%
Human reliance27%
Open role profile
Broadcast Technicians insight scene#26High confidenceInsightBT
Broadcast Technicians

Arts, Design, Entertainment, Sports, and MediaProfessional, 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 Risk72%
Exposure72%
Task avg73%
Human reliance28%
Open role profile
First-Line Supervisors of Passenger Attendants insight scene#27Low confidenceInsightFS
First-Line Supervisors of Passenger Attendants

Transportation and Material MovingProfessional, 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 Risk72%
Exposure72%
Task avg73%
Human reliance28%
Open role profile
Industrial Truck and Tractor Operators execution scene#28High confidenceExecutionIT
Industrial Truck and Tractor Operators

Transportation and Material MovingProfessional, 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 Risk72%
Exposure72%
Task avg73%
Human reliance28%
Open role profile
Merchandise Displayers and Window Trimmers operations scene#29Medium confidenceOperationsMD
Merchandise Displayers and Window Trimmers

Arts, Design, Entertainment, Sports, and MediaProfessional, 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 Risk72%
Exposure72%
Task avg73%
Human reliance28%
Open role profile
Motor Vehicle Operators, All Other operations scene#30Low confidenceOperationsMV
Motor Vehicle Operators, All Other

Transportation and Material MovingProfessional, 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 Risk71%
Exposure71%
Task avg72%
Human reliance29%
Open role profile
Railroad Brake, Signal, and Switch Operators and Locomotive Firers execution scene#31High confidenceExecutionRB
Railroad Brake, Signal, and Switch Operators and Locomotive Firers

Transportation and Material MovingProfessional, 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 Risk71%
Exposure71%
Task avg72%
Human reliance29%
Open role profile
Tellers tooling scene#32Medium confidenceToolingT
Tellers

Office and Administrative SupportProfessional, 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 Risk71%
Exposure71%
Task avg72%
Human reliance29%
Open role profile
Dancers workflow scene#33Low confidenceWorkflowD
Dancers

Arts, Design, Entertainment, Sports, and MediaProfessional, 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 Risk70%
Exposure70%
Task avg71%
Human reliance30%
Open role profile
First-Line Supervisors of Transportation Workers, All Other analysis scene#34Low confidenceAnalysisFS
First-Line Supervisors of Transportation Workers, All Other

Transportation and Material MovingProfessional, 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 Risk70%
Exposure70%
Task avg71%
Human reliance30%
Open role profile
Flight Attendants systems scene#35High confidenceSystemsFA
Flight Attendants

Transportation and Material MovingProfessional, 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 Risk70%
Exposure70%
Task avg71%
Human reliance30%
Open role profile
Captains, Mates, and Pilots of Water Vessels tooling scene#36High confidenceToolingCM
Captains, Mates, and Pilots of Water Vessels

Transportation and Material MovingProfessional, 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 Risk69%
Exposure69%
Task avg70%
Human reliance31%
Open role profile
Fashion Designers insight scene#37Medium confidenceInsightFD
Fashion Designers

Arts, Design, Entertainment, Sports, and MediaProfessional, 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 Risk69%
Exposure69%
Task avg70%
Human reliance31%
Open role profile
Packers and Packagers, Hand operations scene#38Low confidenceOperationsPA
Packers and Packagers, Hand

Transportation and Material MovingProfessional, 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 Risk69%
Exposure69%
Task avg70%
Human reliance31%
Open role profile
Insurance Claims and Policy Processing Clerks workflow scene#39High confidenceWorkflowIC
Insurance Claims and Policy Processing Clerks

Office and Administrative SupportProfessional, 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 Risk68%
Exposure68%
Task avg69%
Human reliance32%
Open role profile
Locomotive Engineers execution scene#40High confidenceExecutionLE
Locomotive Engineers

Transportation and Material MovingProfessional, 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 Risk68%
Exposure68%
Task avg69%
Human reliance32%
Open role profile
Hoist and Winch Operators coordination scene#41Medium confidenceCoordinationHA
Hoist and Winch Operators

Transportation and Material MovingProfessional, 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 Risk67%
Exposure67%
Task avg68%
Human reliance33%
Open role profile
Media and Communication Workers, All Other coordination scene#42Low confidenceCoordinationMA
Media and Communication Workers, All Other

Arts, Design, Entertainment, Sports, and MediaProfessional, 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 Risk67%
Exposure67%
Task avg68%
Human reliance33%
Open role profile
Nuclear Monitoring Technicians analysis scene#43Medium confidenceAnalysisNM
Nuclear Monitoring Technicians

Life, Physical, and Social ScienceProfessional, 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 Risk67%
Exposure67%
Task avg68%
Human reliance33%
Open role profile
Photographers planning scene#44High confidencePlanningP
Photographers

Arts, Design, Entertainment, Sports, and MediaProfessional, 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 Risk67%
Exposure67%
Task avg68%
Human reliance33%
Open role profile
Demonstrators and Product Promoters tooling scene#45High confidenceToolingDA
Demonstrators and Product Promoters

Sales and RelatedProfessional, 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 Risk66%
Exposure66%
Task avg67%
Human reliance34%
Open role profile
Light Truck Drivers systems scene#46High confidenceSystemsLT
Light Truck Drivers

Transportation and Material MovingProfessional, 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 Risk66%
Exposure66%
Task avg67%
Human reliance34%
Open role profile
Passenger Attendants execution scene#47High confidenceExecutionPA
Passenger Attendants

Transportation and Material MovingProfessional, 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 Risk66%
Exposure66%
Task avg67%
Human reliance34%
Open role profile
Material Moving Workers, All Other analysis scene#48Low confidenceAnalysisMM
Material Moving Workers, All Other

Transportation and Material MovingProfessional, 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 Risk64%
Exposure64%
Task avg65%
Human reliance36%
Open role profile
Rail Transportation Workers, All Other operations scene#49Low confidenceOperationsRT
Rail Transportation Workers, All Other

Transportation and Material MovingProfessional, 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 Risk64%
Exposure64%
Task avg65%
Human reliance36%
Open role profile
Chemical Technicians insight scene#50High confidenceInsightCT
Chemical Technicians

Life, Physical, and Social ScienceProfessional, 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 Risk63%
Exposure63%
Task avg64%
Human reliance37%
Open role profile
Rankings by industry - replaced.fyi