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 Public Administration (92).
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
Open sector rankingAccommodation and Food Services (72)
20 roles • 76% avg exposure
Highest: Food Servers, Nonrestaurant
Lowest: Food Preparation and Serving Related Workers, All Other
Open sector rankingManufacturing (32)
25 roles • 76% avg exposure
Highest: Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic
Lowest: Machinists
Open sector rankingAgriculture, Forestry, Fishing and Hunting (11)
14 roles • 74% avg exposure
Highest: Agricultural Equipment Operators
Lowest: Logging Workers, All Other
Open sector rankingRetail Trade (45)
4 roles • 73% avg exposure
Highest: Parts Salespersons
Lowest: Advertising Sales Agents
Open sector rankingTransportation and Warehousing (48)
40 roles • 67% avg exposure
Highest: Bus Drivers, School
Lowest: Control and Valve Installers and Repairers, Except Mechanical Door
Open sector rankingOther Services (except Public Administration) (81)
20 roles • 65% avg exposure
Highest: Maids and Housekeeping Cleaners
Lowest: Recreation Workers
Open sector rankingTransportation and Warehousing (49)
8 roles • 62% avg exposure
Highest: Automotive and Watercraft Service Attendants
Lowest: Musical Instrument Repairers and Tuners
Open sector rankingUtilities (22)
15 roles • 61% avg exposure
Highest: Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons
Lowest: Civil Engineers
Open sector rankingMining, 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 rankingReal 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 rankingConstruction (23)
41 roles • 59% avg exposure
Highest: Paving, Surfacing, and Tamping Equipment Operators
Lowest: Environmental Engineering Technologists and Technicians
Open sector rankingManufacturing (31)
85 roles • 59% avg exposure
Highest: Sewing Machine Operators
Lowest: Solar Energy Systems Engineers
Open sector rankingRetail Trade (44)
3 roles • 59% avg exposure
Highest: Sales and Related Workers, All Other
Lowest: Insurance Sales Agents
Open sector rankingWholesale Trade (42)
12 roles • 59% avg exposure
Highest: Gambling Change Persons and Booth Cashiers
Lowest: Sales Engineers
Open sector rankingArts, Entertainment, and Recreation (71)
20 roles • 56% avg exposure
Highest: Manicurists and Pedicurists
Lowest: Set and Exhibit Designers
Open sector rankingAdministrative and Support and Waste Management and Remediation Services (56)
61 roles • 55% avg exposure
Highest: Landscaping and Groundskeeping Workers
Lowest: Chief Executives
Open sector rankingFinance and Insurance (52)
56 roles • 55% avg exposure
Highest: Order Clerks
Lowest: Architectural and Engineering Managers
Open sector rankingInformation (51)
18 roles • 52% avg exposure
Highest: Designers, All Other
Lowest: News Analysts, Reporters, and Journalists
Open sector 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
Open sector rankingManagement of Companies and Enterprises (55)
4 roles • 47% avg exposure
Highest: Tax Preparers
Lowest: Purchasing Managers
Open sector rankingHealth Care and Social Assistance (62)
151 roles • 41% avg exposure
Highest: Amusement and Recreation Attendants
Lowest: Nurse Anesthetists
Open sector rankingPublic Administration (92)
85 roles • 41% avg exposure
Highest: First-Line Supervisors of Police and Detectives
Lowest: Mental Health Counselors
Open sector rankingEducational Services (61)
45 roles • 34% avg exposure
Highest: Career/Technical Education Teachers, Postsecondary
Lowest: Archivists
Open sector rankingSector ranking
Public Administration (92)
Highest automation exposure roles in this sector. Showing top 50 results.
#1Low confidencePlanningFSFirst-Line Supervisors of Police and Detectives
Protective Service • Public Administration
First-Line Supervisors of Police and Detectives shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 69% • SOC 33-1012.00
Reporting automationDispatch workflowDecision support
#2Medium confidenceCoordinationACAnimal Control Workers
Protective Service • Public Administration
Animal Control Workers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 67% • SOC 33-9011.00
Reporting automationDispatch workflowDecision support
#3Low confidenceExecutionTATeaching Assistants, All Other
Educational Instruction and Library • Public Administration
Teaching Assistants, All Other shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 62% • SOC 25-9049.00
Learning content AIPlanning automationAssessment assistant
#4Medium confidenceProductivityFSFirst-Line Supervisors of Security Workers
Protective Service • Public Administration
First-Line Supervisors of Security Workers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 61% • SOC 33-1091.00
Reporting automationDispatch workflowDecision support
#5Low confidenceExecutionCACommunity and Social Service Specialists, All Other
Community and Social Service • Public Administration
Community and Social Service Specialists, All Other shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 60% • SOC 21-1099.00
Case management toolsScheduling automationDocumentation copilot
#6High confidenceToolingRLRetail Loss Prevention Specialists
Protective Service • Public Administration
Retail Loss Prevention Specialists is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 59% • SOC 33-9099.02
Reporting automationDispatch workflowDecision support
#7Medium confidenceInsightALAircraft Launch and Recovery Officers
Military Specific • Public Administration
Aircraft Launch and Recovery Officers is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 58% • SOC 55-1012.00
Operations workflowMission planning assistantAnalysis support
#8Low confidenceWorkflowBSBiological Scientists, All Other
Life, Physical, and Social Science • Public Administration
Biological Scientists, All Other is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 58% • SOC 19-1029.00
Research assistantData analysis suiteWorkflow automation
#9Medium confidenceSystemsSGSecurity Guards
Protective Service • Public Administration
Security Guards is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 58% • SOC 33-9032.00
Reporting automationDispatch workflowDecision support
#10High confidenceSystemsTETitle Examiners, Abstractors, and Searchers
Legal • Public Administration
Title Examiners, Abstractors, and Searchers is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 58% • SOC 23-2093.00
Document review assistantResearch automationDrafting copilot
#11Medium confidenceToolingFSFirst-Line Supervisors of Air Crew Members
Military Specific • Public Administration
First-Line Supervisors of Air Crew Members is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 56% • SOC 55-2011.00
Operations workflowMission planning assistantAnalysis support
#12High confidenceProductivityFSFood Science Technicians
Life, Physical, and Social Science • Public Administration
Food Science Technicians is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 55% • SOC 19-4013.00
Research assistantData analysis suiteWorkflow automation
#13Medium confidenceAnalysisIOInfantry Officers
Military Specific • Public Administration
Infantry Officers is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 55% • SOC 55-1016.00
Operations workflowMission planning assistantAnalysis support
#14Medium confidenceProductivityMEMilitary Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other
Military Specific • Public Administration
Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 55% • SOC 55-3019.00
Operations workflowMission planning assistantAnalysis support
#15High confidenceToolingSTSelf-Enrichment Teachers
Educational Instruction and Library • Public Administration
Self-Enrichment Teachers is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 55% • SOC 25-3021.00
Learning content AIPlanning automationAssessment assistant
#16Medium confidenceInsightSFSpecial Forces
Military Specific • Public Administration
Special Forces is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 55% • SOC 55-3018.00
Operations workflowMission planning assistantAnalysis support
#17Medium confidenceOperationsAAArmored Assault Vehicle Crew Members
Military Specific • Public Administration
Armored Assault Vehicle Crew Members is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 53% • SOC 55-3013.00
Operations workflowMission planning assistantAnalysis support
#18High confidenceProductivityPEParking Enforcement Workers
Protective Service • Public Administration
Parking Enforcement Workers is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 53% • SOC 33-3041.00
Reporting automationDispatch workflowDecision support
#19High confidenceSystemsTTutors
Educational Instruction and Library • Public Administration
Tutors is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 53% • SOC 25-3041.00
Learning content AIPlanning automationAssessment assistant
#20High confidenceWorkflowPAPolice and Sheriff's Patrol Officers
Protective Service • Public Administration
Police and Sheriff's Patrol Officers is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 52% • SOC 33-3051.00
Reporting automationDispatch workflowDecision support
#21High confidenceProductivityTSTransportation Security Screeners
Protective Service • Public Administration
Transportation Security Screeners is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 52% • SOC 33-9093.00
Reporting automationDispatch workflowDecision support
#22Medium confidenceSystemsAAArtillery and Missile Crew Members
Military Specific • Public Administration
Artillery and Missile Crew Members is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 50% • SOC 55-3014.00
Operations workflowMission planning assistantAnalysis support
#23Medium confidenceSystemsAAArtillery and Missile Officers
Military Specific • Public Administration
Artillery and Missile Officers is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 50% • SOC 55-1014.00
Operations workflowMission planning assistantAnalysis support
#24Low confidenceExecutionEIEducational Instruction and Library Workers, All Other
Educational Instruction and Library • Public Administration
Educational Instruction and Library Workers, All Other is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 50% • SOC 25-9099.00
Learning content AIPlanning automationAssessment assistant
#25Medium confidenceCoordinationFSFirst-Line Supervisors of Weapons Specialists/Crew Members
Military Specific • Public Administration
First-Line Supervisors of Weapons Specialists/Crew Members is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 50% • SOC 55-2012.00
Operations workflowMission planning assistantAnalysis support
#26Low confidenceSystemsSSSocial Sciences Teachers, Postsecondary, All Other
Educational Instruction and Library • Public Administration
Social Sciences Teachers, Postsecondary, All Other is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 50% • SOC 25-1069.00
Learning content AIPlanning automationAssessment assistant
#27Low confidenceAnalysisSESpecial Education Teachers, All Other
Educational Instruction and Library • Public Administration
Special Education Teachers, All Other is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 50% • SOC 25-2059.00
Learning content AIPlanning automationAssessment assistant
#28Medium confidenceToolingCECareer/Technical Education Teachers, Secondary School
Educational Instruction and Library • Public Administration
Career/Technical Education Teachers, Secondary School is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 49% • SOC 25-2032.00
Learning content AIPlanning automationAssessment assistant
#29High confidenceAnalysisSTSubstitute Teachers, Short-Term
Educational Instruction and Library • Public Administration
Substitute Teachers, Short-Term is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 49% • SOC 25-3031.00
Learning content AIPlanning automationAssessment assistant
#30High confidenceAnalysisSESpecial Education Teachers, Elementary School
Educational Instruction and Library • Public Administration
Special Education Teachers, Elementary School is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 47% • SOC 25-2056.00
Learning content AIPlanning automationAssessment assistant
#31Medium confidenceSystemsCACommand and Control Center Specialists
Military Specific • Public Administration
Command and Control Center Specialists is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 46% • SOC 55-3015.00
Operations workflowMission planning assistantAnalysis support
#32High confidenceToolingCHCommunity Health Workers
Community and Social Service • Public Administration
Community Health Workers is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 46% • SOC 21-1094.00
Case management toolsScheduling automationDocumentation copilot
#33Medium confidenceSystemsALAircraft Launch and Recovery Specialists
Military Specific • Public Administration
Aircraft Launch and Recovery Specialists is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 45% • SOC 55-3012.00
Operations workflowMission planning assistantAnalysis support
#34Medium confidenceWorkflowFSFirst-Line Supervisors of All Other Tactical Operations Specialists
Military Specific • Public Administration
First-Line Supervisors of All Other Tactical Operations Specialists is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 45% • SOC 55-2013.00
Operations workflowMission planning assistantAnalysis support
#35High confidenceInsightOHOccupational Health and Safety Technicians
Life, Physical, and Social Science • Public Administration
Occupational Health and Safety Technicians is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 44% • SOC 19-5012.00
Research assistantData analysis suiteWorkflow automation
#36Medium confidenceCoordinationSFSpecial Forces Officers
Military Specific • Public Administration
Special Forces Officers is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 44% • SOC 55-1017.00
Operations workflowMission planning assistantAnalysis support
#37Medium confidenceInsightCACommand and Control Center Officers
Military Specific • Public Administration
Command and Control Center Officers is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 43% • SOC 55-1015.00
Operations workflowMission planning assistantAnalysis support
#38Medium confidenceCoordinationACAir Crew Officers
Military Specific • Public Administration
Air Crew Officers is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 42% • SOC 55-1011.00
Operations workflowMission planning assistantAnalysis support
#39Medium confidencePlanningFSFirst-Line Supervisors of Firefighting and Prevention Workers
Protective Service • Public Administration
First-Line Supervisors of Firefighting and Prevention Workers is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 42% • SOC 33-1021.00
Reporting automationDispatch workflowDecision support
#40Low confidenceToolingLSLegal Support Workers, All Other
Legal • Public Administration
Legal Support Workers, All Other is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 42% • SOC 23-2099.00
Document review assistantResearch automationDrafting copilot
#41High confidenceInsightZAZoologists and Wildlife Biologists
Life, Physical, and Social Science • Public Administration
Zoologists and Wildlife Biologists is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 42% • SOC 19-1023.00
Research assistantData analysis suiteWorkflow automation
#42Medium confidenceInsightAAArmored Assault Vehicle Officers
Military Specific • Public Administration
Armored Assault Vehicle Officers is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 41% • SOC 55-1013.00
Operations workflowMission planning assistantAnalysis support
#43Medium confidenceAnalysisIInfantry
Military Specific • Public Administration
Infantry is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 41% • SOC 55-3016.00
Operations workflowMission planning assistantAnalysis support
#44High confidenceAnalysisSESpecial Education Teachers, Middle School
Educational Instruction and Library • Public Administration
Special Education Teachers, Middle School is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 40% • SOC 25-2057.00
Learning content AIPlanning automationAssessment assistant
#45High confidencePlanningLTLibrary Technicians
Educational Instruction and Library • Public Administration
Library Technicians remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 39% • SOC 25-4031.00
Learning content AIPlanning automationAssessment assistant
#46High confidenceAnalysisSESpecial Education Teachers, Secondary School
Educational Instruction and Library • Public Administration
Special Education Teachers, Secondary School remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 39% • SOC 25-2058.00
Learning content AIPlanning automationAssessment assistant
#47High confidenceProductivityAAAnthropologists and Archeologists
Life, Physical, and Social Science • Public Administration
Anthropologists and Archeologists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 38% • SOC 19-3091.00
Research assistantData analysis suiteWorkflow automation
#48High confidenceOperationsESEnvironmental Science and Protection Technicians, Including Health
Life, Physical, and Social Science • Public Administration
Environmental Science and Protection Technicians, Including Health remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 38% • SOC 19-4042.00
Research assistantData analysis suiteWorkflow automation
#49High confidencePlanningFFForest Fire Inspectors and Prevention Specialists
Protective Service • Public Administration
Forest Fire Inspectors and Prevention Specialists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 38% • SOC 33-2022.00
Reporting automationDispatch workflowDecision support
#50High confidenceToolingHTHistory Teachers, Postsecondary
Educational Instruction and Library • Public Administration
History Teachers, Postsecondary remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 38% • SOC 25-1125.00
Learning content AIPlanning automationAssessment assistant