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 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Animal Control Workers coordination scene#2Medium confidenceCoordinationAC
Animal 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Teaching Assistants, All Other execution scene#3Low confidenceExecutionTA
Teaching 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
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 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
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 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Retail Loss Prevention Specialists tooling scene#6High confidenceToolingRL
Retail 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Aircraft Launch and Recovery Officers insight scene#7Medium confidenceInsightAL
Aircraft 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
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 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Security Guards systems scene#9Medium confidenceSystemsSG
Security 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Title Examiners, Abstractors, and Searchers systems scene#10High confidenceSystemsTE
Title 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
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 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Food Science Technicians productivity scene#12High confidenceProductivityFS
Food 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Infantry Officers analysis scene#13Medium confidenceAnalysisIO
Infantry 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
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 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Self-Enrichment Teachers tooling scene#15High confidenceToolingST
Self-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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Special Forces insight scene#16Medium confidenceInsightSF
Special 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Armored Assault Vehicle Crew Members operations scene#17Medium confidenceOperationsAA
Armored 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Parking Enforcement Workers productivity scene#18High confidenceProductivityPE
Parking 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Tutors systems scene#19High confidenceSystemsT
Tutors

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
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 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Transportation Security Screeners productivity scene#21High confidenceProductivityTS
Transportation 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Artillery and Missile Crew Members systems scene#22Medium confidenceSystemsAA
Artillery 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Artillery and Missile Officers systems scene#23Medium confidenceSystemsAA
Artillery 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
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 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
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 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
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 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
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 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
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 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Substitute Teachers, Short-Term analysis scene#29High confidenceAnalysisST
Substitute 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
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 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Command and Control Center Specialists systems scene#31Medium confidenceSystemsCA
Command 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Community Health Workers tooling scene#32High confidenceToolingCH
Community 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Aircraft Launch and Recovery Specialists systems scene#33Medium confidenceSystemsAL
Aircraft 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
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 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
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 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Special Forces Officers coordination scene#36Medium confidenceCoordinationSF
Special 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Command and Control Center Officers insight scene#37Medium confidenceInsightCA
Command 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Air Crew Officers coordination scene#38Medium confidenceCoordinationAC
Air 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
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 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Legal Support Workers, All Other tooling scene#40Low confidenceToolingLS
Legal 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
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 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Armored Assault Vehicle Officers insight scene#42Medium confidenceInsightAA
Armored 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Infantry analysis scene#43Medium confidenceAnalysisI
Infantry

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
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 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Library Technicians planning scene#45High confidencePlanningLT
Library 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
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 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Anthropologists and Archeologists productivity scene#47High confidenceProductivityAA
Anthropologists 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
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 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
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 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
History Teachers, Postsecondary tooling scene#50High confidenceToolingHT
History 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Rankings by industry - replaced.fyi