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).

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

Public Administration (92)

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

First-Line Supervisors of Police and Detectives planning scene#1Low confidencePlanningFS
First-Line Supervisors of Police and Detectives

Protective ServicePublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Animal Control Workers coordination scene#2Medium confidenceCoordinationAC
Animal Control Workers

Protective ServicePublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Teaching Assistants, All Other execution scene#3Low confidenceExecutionTA
Teaching Assistants, All Other

Educational Instruction and LibraryPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
First-Line Supervisors of Security Workers productivity scene#4Medium confidenceProductivityFS
First-Line Supervisors of Security Workers

Protective ServicePublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Community and Social Service Specialists, All Other execution scene#5Low confidenceExecutionCA
Community and Social Service Specialists, All Other

Community and Social ServicePublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Retail Loss Prevention Specialists tooling scene#6High confidenceToolingRL
Retail Loss Prevention Specialists

Protective ServicePublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Aircraft Launch and Recovery Officers insight scene#7Medium confidenceInsightAL
Aircraft Launch and Recovery Officers

Military SpecificPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Biological Scientists, All Other workflow scene#8Low confidenceWorkflowBS
Biological Scientists, All Other

Life, Physical, and Social SciencePublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Security Guards systems scene#9Medium confidenceSystemsSG
Security Guards

Protective ServicePublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Title Examiners, Abstractors, and Searchers systems scene#10High confidenceSystemsTE
Title Examiners, Abstractors, and Searchers

LegalPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
First-Line Supervisors of Air Crew Members tooling scene#11Medium confidenceToolingFS
First-Line Supervisors of Air Crew Members

Military SpecificPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Food Science Technicians productivity scene#12High confidenceProductivityFS
Food Science Technicians

Life, Physical, and Social SciencePublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Infantry Officers analysis scene#13Medium confidenceAnalysisIO
Infantry Officers

Military SpecificPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other productivity scene#14Medium confidenceProductivityME
Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other

Military SpecificPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Self-Enrichment Teachers tooling scene#15High confidenceToolingST
Self-Enrichment Teachers

Educational Instruction and LibraryPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Special Forces insight scene#16Medium confidenceInsightSF
Special Forces

Military SpecificPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Armored Assault Vehicle Crew Members operations scene#17Medium confidenceOperationsAA
Armored Assault Vehicle Crew Members

Military SpecificPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Parking Enforcement Workers productivity scene#18High confidenceProductivityPE
Parking Enforcement Workers

Protective ServicePublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Tutors systems scene#19High confidenceSystemsT
Tutors

Educational Instruction and LibraryPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Police and Sheriff's Patrol Officers workflow scene#20High confidenceWorkflowPA
Police and Sheriff's Patrol Officers

Protective ServicePublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Transportation Security Screeners productivity scene#21High confidenceProductivityTS
Transportation Security Screeners

Protective ServicePublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Artillery and Missile Crew Members systems scene#22Medium confidenceSystemsAA
Artillery and Missile Crew Members

Military SpecificPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Artillery and Missile Officers systems scene#23Medium confidenceSystemsAA
Artillery and Missile Officers

Military SpecificPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Educational Instruction and Library Workers, All Other execution scene#24Low confidenceExecutionEI
Educational Instruction and Library Workers, All Other

Educational Instruction and LibraryPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
First-Line Supervisors of Weapons Specialists/Crew Members coordination scene#25Medium confidenceCoordinationFS
First-Line Supervisors of Weapons Specialists/Crew Members

Military SpecificPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Social Sciences Teachers, Postsecondary, All Other systems scene#26Low confidenceSystemsSS
Social Sciences Teachers, Postsecondary, All Other

Educational Instruction and LibraryPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Special Education Teachers, All Other analysis scene#27Low confidenceAnalysisSE
Special Education Teachers, All Other

Educational Instruction and LibraryPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Career/Technical Education Teachers, Secondary School tooling scene#28Medium confidenceToolingCE
Career/Technical Education Teachers, Secondary School

Educational Instruction and LibraryPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Substitute Teachers, Short-Term analysis scene#29High confidenceAnalysisST
Substitute Teachers, Short-Term

Educational Instruction and LibraryPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Special Education Teachers, Elementary School analysis scene#30High confidenceAnalysisSE
Special Education Teachers, Elementary School

Educational Instruction and LibraryPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Command and Control Center Specialists systems scene#31Medium confidenceSystemsCA
Command and Control Center Specialists

Military SpecificPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Community Health Workers tooling scene#32High confidenceToolingCH
Community Health Workers

Community and Social ServicePublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Aircraft Launch and Recovery Specialists systems scene#33Medium confidenceSystemsAL
Aircraft Launch and Recovery Specialists

Military SpecificPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
First-Line Supervisors of All Other Tactical Operations Specialists workflow scene#34Medium confidenceWorkflowFS
First-Line Supervisors of All Other Tactical Operations Specialists

Military SpecificPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Occupational Health and Safety Technicians insight scene#35High confidenceInsightOH
Occupational Health and Safety Technicians

Life, Physical, and Social SciencePublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Special Forces Officers coordination scene#36Medium confidenceCoordinationSF
Special Forces Officers

Military SpecificPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Command and Control Center Officers insight scene#37Medium confidenceInsightCA
Command and Control Center Officers

Military SpecificPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Air Crew Officers coordination scene#38Medium confidenceCoordinationAC
Air Crew Officers

Military SpecificPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
First-Line Supervisors of Firefighting and Prevention Workers planning scene#39Medium confidencePlanningFS
First-Line Supervisors of Firefighting and Prevention Workers

Protective ServicePublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Legal Support Workers, All Other tooling scene#40Low confidenceToolingLS
Legal Support Workers, All Other

LegalPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Zoologists and Wildlife Biologists insight scene#41High confidenceInsightZA
Zoologists and Wildlife Biologists

Life, Physical, and Social SciencePublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Armored Assault Vehicle Officers insight scene#42Medium confidenceInsightAA
Armored Assault Vehicle Officers

Military SpecificPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Infantry analysis scene#43Medium confidenceAnalysisI
Infantry

Military SpecificPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Special Education Teachers, Middle School analysis scene#44High confidenceAnalysisSE
Special Education Teachers, Middle School

Educational Instruction and LibraryPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Library Technicians planning scene#45High confidencePlanningLT
Library Technicians

Educational Instruction and LibraryPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Special Education Teachers, Secondary School analysis scene#46High confidenceAnalysisSE
Special Education Teachers, Secondary School

Educational Instruction and LibraryPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Anthropologists and Archeologists productivity scene#47High confidenceProductivityAA
Anthropologists and Archeologists

Life, Physical, and Social SciencePublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Environmental Science and Protection Technicians, Including Health operations scene#48High confidenceOperationsES
Environmental Science and Protection Technicians, Including Health

Life, Physical, and Social SciencePublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Forest Fire Inspectors and Prevention Specialists planning scene#49High confidencePlanningFF
Forest Fire Inspectors and Prevention Specialists

Protective ServicePublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
History Teachers, Postsecondary tooling scene#50High confidenceToolingHT
History Teachers, Postsecondary

Educational Instruction and LibraryPublic 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Rankings by industry - replaced.fyi