Ranking

Least exposed

Roles where human trust, physical context, and judgment remain dominant.

Top 50 roles sorted by lowest exposure benchmark.

Nurse Anesthetists tooling scene#1High confidenceToolingNA
Nurse Anesthetists

Healthcare Practitioners and TechnicalHealth Care and Social Assistance

Nurse Anesthetists is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 11% • SOC 29-1151.00

Clinical documentation AIWorkflow automationDecision support
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Arbitrators, Mediators, and Conciliators insight scene#2High confidenceInsightAM
Arbitrators, Mediators, and Conciliators

LegalProfessional, Scientific, and Technical Services

Arbitrators, Mediators, and Conciliators is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 13% • SOC 23-1022.00

Document review assistantResearch automationDrafting copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Family Medicine Physicians coordination scene#3High confidenceCoordinationFM
Family Medicine Physicians

Healthcare Practitioners and TechnicalHealth Care and Social Assistance

Family Medicine Physicians is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 13% • SOC 29-1215.00

Clinical documentation AIWorkflow automationDecision support
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
General Internal Medicine Physicians insight scene#4High confidenceInsightGI
General Internal Medicine Physicians

Healthcare Practitioners and TechnicalHealth Care and Social Assistance

General Internal Medicine Physicians is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 13% • SOC 29-1216.00

Clinical documentation AIWorkflow automationDecision support
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Archivists workflow scene#5High confidenceWorkflowA
Archivists

Educational Instruction and LibraryEducational Services

Archivists is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 14% • SOC 25-4011.00

Learning content AIPlanning automationAssessment assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Emergency Medicine Physicians coordination scene#6High confidenceCoordinationEM
Emergency Medicine Physicians

Healthcare Practitioners and TechnicalHealth Care and Social Assistance

Emergency Medicine Physicians is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 14% • SOC 29-1214.00

Clinical documentation AIWorkflow automationDecision support
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Area, Ethnic, and Cultural Studies Teachers, Postsecondary workflow scene#7High confidenceWorkflowAE
Area, Ethnic, and Cultural Studies Teachers, Postsecondary

Educational Instruction and LibraryEducational Services

Area, Ethnic, and Cultural Studies Teachers, Postsecondary is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 15% • SOC 25-1062.00

Learning content AIPlanning automationAssessment assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Orthopedic Surgeons, Except Pediatric tooling scene#8Medium confidenceToolingOS
Orthopedic Surgeons, Except Pediatric

Healthcare Practitioners and TechnicalHealth Care and Social Assistance

Orthopedic Surgeons, Except Pediatric is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 15% • SOC 29-1242.00

Clinical documentation AIWorkflow automationDecision support
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Recreation and Fitness Studies Teachers, Postsecondary workflow scene#9High confidenceWorkflowRA
Recreation and Fitness Studies Teachers, Postsecondary

Educational Instruction and LibraryEducational Services

Recreation and Fitness Studies Teachers, Postsecondary is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 15% • SOC 25-1193.00

Learning content AIPlanning automationAssessment assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Sports Medicine Physicians analysis scene#10Medium confidenceAnalysisSM
Sports Medicine Physicians

Healthcare Practitioners and TechnicalHealth Care and Social Assistance

Sports Medicine Physicians is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 15% • SOC 29-1229.06

Clinical documentation AIWorkflow automationDecision support
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Dietitians and Nutritionists operations scene#11High confidenceOperationsDA
Dietitians and Nutritionists

Healthcare Practitioners and TechnicalHealth Care and Social Assistance

Dietitians and Nutritionists is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 16% • SOC 29-1031.00

Clinical documentation AIWorkflow automationDecision support
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Law Teachers, Postsecondary tooling scene#12Medium confidenceToolingLT
Law Teachers, Postsecondary

Educational Instruction and LibraryEducational Services

Law Teachers, Postsecondary is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 16% • SOC 25-1112.00

Learning content AIPlanning automationAssessment assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Mental Health Counselors insight scene#13High confidenceInsightMH
Mental Health Counselors

Community and Social ServicePublic Administration

Mental Health Counselors is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 16% • SOC 21-1014.00

Case management toolsScheduling automationDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Physician Assistants operations scene#14High confidenceOperationsPA
Physician Assistants

Healthcare Practitioners and TechnicalHealth Care and Social Assistance

Physician Assistants is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 16% • SOC 29-1071.00

Clinical documentation AIWorkflow automationDecision support
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Social Work Teachers, Postsecondary workflow scene#15Medium confidenceWorkflowSW
Social Work Teachers, Postsecondary

Educational Instruction and LibraryEducational Services

Social Work Teachers, Postsecondary is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 16% • SOC 25-1113.00

Learning content AIPlanning automationAssessment assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Acupuncturists planning scene#16High confidencePlanningA
Acupuncturists

Healthcare Practitioners and TechnicalHealth Care and Social Assistance

Acupuncturists is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 17% • SOC 29-1291.00

Clinical documentation AIWorkflow automationDecision support
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Environmental Science Teachers, Postsecondary analysis scene#17High confidenceAnalysisES
Environmental Science Teachers, Postsecondary

Educational Instruction and LibraryPublic Administration

Environmental Science Teachers, Postsecondary is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 17% • SOC 25-1053.00

Learning content AIPlanning automationAssessment assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Forestry and Conservation Science Teachers, Postsecondary insight scene#18High confidenceInsightFA
Forestry and Conservation Science Teachers, Postsecondary

Educational Instruction and LibraryPublic Administration

Forestry and Conservation Science Teachers, Postsecondary is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 17% • SOC 25-1043.00

Learning content AIPlanning automationAssessment assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Special Education Teachers, Preschool workflow scene#19High confidenceWorkflowSE
Special Education Teachers, Preschool

Educational Instruction and LibraryPublic Administration

Special Education Teachers, Preschool is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 17% • SOC 25-2051.00

Learning content AIPlanning automationAssessment assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Chief Executives operations scene#20High confidenceOperationsCE
Chief Executives

ManagementAdministrative and Support and Waste Management and Remediation Services

Chief Executives is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 18% • SOC 11-1011.00

Workflow automationAnalytics copilotPlanning assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Chiropractors analysis scene#21High confidenceAnalysisC
Chiropractors

Healthcare Practitioners and TechnicalHealth Care and Social Assistance

Chiropractors is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 18% • SOC 29-1011.00

Clinical documentation AIWorkflow automationDecision support
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Genetic Counselors workflow scene#22High confidenceWorkflowGC
Genetic Counselors

Healthcare Practitioners and TechnicalHealth Care and Social Assistance

Genetic Counselors is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 18% • SOC 29-9092.00

Clinical documentation AIWorkflow automationDecision support
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Judicial Law Clerks analysis scene#23Low confidenceAnalysisJL
Judicial Law Clerks

LegalProfessional, Scientific, and Technical Services

Judicial Law Clerks is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 18% • SOC 23-1012.00

Document review assistantResearch automationDrafting copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Physics Teachers, Postsecondary insight scene#24High confidenceInsightPT
Physics Teachers, Postsecondary

Educational Instruction and LibraryPublic Administration

Physics Teachers, Postsecondary is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 18% • SOC 25-1054.00

Learning content AIPlanning automationAssessment assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Architectural and Engineering Managers execution scene#25Medium confidenceExecutionAA
Architectural and Engineering Managers

ManagementFinance and Insurance

Architectural and Engineering Managers is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 19% • SOC 11-9041.00

Workflow automationAnalytics copilotPlanning assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Health Specialties Teachers, Postsecondary productivity scene#26High confidenceProductivityHS
Health Specialties Teachers, Postsecondary

Educational Instruction and LibraryPublic Administration

Health Specialties Teachers, Postsecondary is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 19% • SOC 25-1071.00

Learning content AIPlanning automationAssessment assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Lawyers insight scene#27High confidenceInsightL
Lawyers

LegalPublic Administration

Lawyers is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 19% • SOC 23-1011.00

Document review assistantResearch automationDrafting copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Psychology Teachers, Postsecondary productivity scene#28High confidenceProductivityPT
Psychology Teachers, Postsecondary

Educational Instruction and LibraryEducational Services

Psychology Teachers, Postsecondary is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 19% • SOC 25-1066.00

Learning content AIPlanning automationAssessment assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Urban and Regional Planners analysis scene#29High confidenceAnalysisUA
Urban and Regional Planners

Life, Physical, and Social ScienceProfessional, Scientific, and Technical Services

Urban and Regional Planners is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 19% • SOC 19-3051.00

Research assistantData analysis suiteWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Veterinarians execution scene#30High confidenceExecutionV
Veterinarians

Healthcare Practitioners and TechnicalHealth Care and Social Assistance

Veterinarians is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.

Exposure benchmark: 19% • SOC 29-1131.00

Clinical documentation AIWorkflow automationDecision support
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Advanced Practice Psychiatric Nurses systems scene#31High confidenceSystemsAP
Advanced Practice Psychiatric Nurses

Healthcare Practitioners and TechnicalHealth Care and Social Assistance

Advanced Practice Psychiatric Nurses remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 20% • SOC 29-1141.02

Clinical documentation AIWorkflow automationDecision support
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Athletic Trainers planning scene#32Medium confidencePlanningAT
Athletic Trainers

Healthcare Practitioners and TechnicalHealth Care and Social Assistance

Athletic Trainers remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 20% • SOC 29-9091.00

Clinical documentation AIWorkflow automationDecision support
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Clergy execution scene#33High confidenceExecutionC
Clergy

Community and Social ServicePublic Administration

Clergy remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 20% • SOC 21-2011.00

Case management toolsScheduling automationDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Family and Consumer Sciences Teachers, Postsecondary planning scene#34High confidencePlanningFA
Family and Consumer Sciences Teachers, Postsecondary

Educational Instruction and LibraryEducational Services

Family and Consumer Sciences Teachers, Postsecondary remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 20% • SOC 25-1192.00

Learning content AIPlanning automationAssessment assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Foreign Language and Literature Teachers, Postsecondary workflow scene#35High confidenceWorkflowFL
Foreign Language and Literature Teachers, Postsecondary

Educational Instruction and LibraryEducational Services

Foreign Language and Literature Teachers, Postsecondary remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 20% • SOC 25-1124.00

Learning content AIPlanning automationAssessment assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Speech-Language Pathologists systems scene#36High confidenceSystemsSP
Speech-Language Pathologists

Healthcare Practitioners and TechnicalHealth Care and Social Assistance

Speech-Language Pathologists remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 20% • SOC 29-1127.00

Clinical documentation AIWorkflow automationDecision support
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Administrative Law Judges, Adjudicators, and Hearing Officers systems scene#37High confidenceSystemsAL
Administrative Law Judges, Adjudicators, and Hearing Officers

LegalProfessional, Scientific, and Technical Services

Administrative Law Judges, Adjudicators, and Hearing Officers remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 21% • SOC 23-1021.00

Document review assistantResearch automationDrafting copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Architecture Teachers, Postsecondary analysis scene#38High confidenceAnalysisAT
Architecture Teachers, Postsecondary

Educational Instruction and LibraryEducational Services

Architecture Teachers, Postsecondary remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 21% • SOC 25-1031.00

Learning content AIPlanning automationAssessment assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Audiologists coordination scene#39High confidenceCoordinationA
Audiologists

Healthcare Practitioners and TechnicalHealth Care and Social Assistance

Audiologists remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 21% • SOC 29-1181.00

Clinical documentation AIWorkflow automationDecision support
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Biological Science Teachers, Postsecondary tooling scene#40High confidenceToolingBS
Biological Science Teachers, Postsecondary

Educational Instruction and LibraryPublic Administration

Biological Science Teachers, Postsecondary remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 21% • SOC 25-1042.00

Learning content AIPlanning automationAssessment assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Historians execution scene#41High confidenceExecutionH
Historians

Life, Physical, and Social ScienceHealth Care and Social Assistance

Historians remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 21% • SOC 19-3093.00

Research assistantData analysis suiteWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Hydrologists analysis scene#42High confidenceAnalysisH
Hydrologists

Life, Physical, and Social ScienceHealth Care and Social Assistance

Hydrologists remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 21% • SOC 19-2043.00

Research assistantData analysis suiteWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Low Vision Therapists, Orientation and Mobility Specialists, and Vision Rehabilitation Therapists operations scene#43High confidenceOperationsLV
Low Vision Therapists, Orientation and Mobility Specialists, and Vision Rehabilitation Therapists

Healthcare Practitioners and TechnicalHealth Care and Social Assistance

Low Vision Therapists, Orientation and Mobility Specialists, and Vision Rehabilitation Therapists remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 21% • SOC 29-1122.01

Clinical documentation AIWorkflow automationDecision support
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Orthotists and Prosthetists analysis scene#44High confidenceAnalysisOA
Orthotists and Prosthetists

Healthcare Practitioners and TechnicalHealth Care and Social Assistance

Orthotists and Prosthetists remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 21% • SOC 29-2091.00

Clinical documentation AIWorkflow automationDecision support
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Pediatric Surgeons analysis scene#45High confidenceAnalysisPS
Pediatric Surgeons

Healthcare Practitioners and TechnicalHealth Care and Social Assistance

Pediatric Surgeons remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 21% • SOC 29-1243.00

Clinical documentation AIWorkflow automationDecision support
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Clinical and Counseling Psychologists tooling scene#46High confidenceToolingCA
Clinical and Counseling Psychologists

Life, Physical, and Social ScienceProfessional, Scientific, and Technical Services

Clinical and Counseling Psychologists remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 22% • SOC 19-3033.00

Research assistantData analysis suiteWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Cytotechnologists operations scene#47High confidenceOperationsC
Cytotechnologists

Healthcare Practitioners and TechnicalHealth Care and Social Assistance

Cytotechnologists remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 22% • SOC 29-2011.02

Clinical documentation AIWorkflow automationDecision support
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Environmental Restoration Planners systems scene#48High confidenceSystemsER
Environmental Restoration Planners

Life, Physical, and Social ScienceHealth Care and Social Assistance

Environmental Restoration Planners remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 22% • SOC 19-2041.02

Research assistantData analysis suiteWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Industrial Ecologists systems scene#49High confidenceSystemsIE
Industrial Ecologists

Life, Physical, and Social ScienceHealth Care and Social Assistance

Industrial Ecologists remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 22% • SOC 19-2041.03

Research assistantData analysis suiteWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Nurse Practitioners operations scene#50High confidenceOperationsNP
Nurse Practitioners

Healthcare Practitioners and TechnicalHealth Care and Social Assistance

Nurse Practitioners remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 22% • SOC 29-1171.00

Clinical documentation AIWorkflow automationDecision support
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance