Ranking

By industry

Compare exposure patterns across industry sectors and drill into each sector ranking.

24 sectors indexed. Showing role-level rankings for Educational Services (61).

Highest average sector exposure

Sectors ranked by average role exposure benchmark.

Highest average sector exposureSectors ranked by average role exposure benchmark.0%20%40%60%80%100%33 - Manufacturing33 - Manufacturing: 77% avg exposure77% avg exposure72 - Accommodation and Food Ser…72 - Accommodation and Food Services: 76% avg exposure76% avg exposure32 - Manufacturing32 - Manufacturing: 76% avg exposure76% avg exposure11 - Agriculture, Forestry, Fis…11 - Agriculture, Forestry, Fishing and Hunting: 74% avg exposure74% avg exposure45 - Retail Trade45 - Retail Trade: 73% avg exposure73% avg exposure48 - Transportation and Warehou…48 - Transportation and Warehousing: 67% avg exposure67% avg exposure81 - Other Services (except Pub…81 - Other Services (except Public Administration): 65% avg exposure65% avg exposure49 - Transportation and Warehou…49 - Transportation and Warehousing: 62% avg exposure62% avg exposure

Largest sector coverage

Sectors with the largest number of benchmarked roles.

Largest sector coverageSectors with the largest number of benchmarked roles.0%20%40%60%80%100%54 - Professional, Scientific, …54 - Professional, Scientific, and Technical Services: 187 roles187 roles62 - Health Care and Social Ass…62 - Health Care and Social Assistance: 151 roles151 roles31 - Manufacturing31 - Manufacturing: 85 roles85 roles92 - Public Administration92 - Public Administration: 85 roles85 roles33 - Manufacturing33 - Manufacturing: 63 roles63 roles56 - Administrative and Support…56 - Administrative and Support and Waste Management and Remediation Services: 61 roles61 roles52 - Finance and Insurance52 - Finance and Insurance: 56 roles56 roles61 - Educational Services61 - Educational Services: 45 roles45 roles

Industry sectors

Open a sector ranking

Each sector card opens a focused ranking sorted by exposure benchmark.

Manufacturing (33)

63 roles • 77% avg exposure

Highest: Laundry and Dry-Cleaning Workers

Lowest: Computer Numerically Controlled Tool Programmers

Open sector ranking

Accommodation and Food Services (72)

20 roles • 76% avg exposure

Highest: Food Servers, Nonrestaurant

Lowest: Food Preparation and Serving Related Workers, All Other

Open sector ranking

Manufacturing (32)

25 roles • 76% avg exposure

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

Lowest: Machinists

Open sector ranking

Agriculture, Forestry, Fishing and Hunting (11)

14 roles • 74% avg exposure

Highest: Agricultural Equipment Operators

Lowest: Logging Workers, All Other

Open sector ranking

Retail Trade (45)

4 roles • 73% avg exposure

Highest: Parts Salespersons

Lowest: Advertising Sales Agents

Open sector ranking

Transportation and Warehousing (48)

40 roles • 67% avg exposure

Highest: Bus Drivers, School

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

Open sector ranking

Other Services (except Public Administration) (81)

20 roles • 65% avg exposure

Highest: Maids and Housekeeping Cleaners

Lowest: Recreation Workers

Open sector ranking

Transportation and Warehousing (49)

8 roles • 62% avg exposure

Highest: Automotive and Watercraft Service Attendants

Lowest: Musical Instrument Repairers and Tuners

Open sector ranking

Utilities (22)

15 roles • 61% avg exposure

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

Lowest: Civil Engineers

Open sector ranking

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

22 roles • 60% avg exposure

Highest: Floor Sanders and Finishers

Lowest: Solar Thermal Installers and Technicians

Open sector ranking

Real Estate and Rental and Leasing (53)

17 roles • 60% avg exposure

Highest: Dispatchers, Except Police, Fire, and Ambulance

Lowest: Quality Control Systems Managers

Open sector ranking

Construction (23)

41 roles • 59% avg exposure

Highest: Paving, Surfacing, and Tamping Equipment Operators

Lowest: Environmental Engineering Technologists and Technicians

Open sector ranking

Manufacturing (31)

85 roles • 59% avg exposure

Highest: Sewing Machine Operators

Lowest: Solar Energy Systems Engineers

Open sector ranking

Retail Trade (44)

3 roles • 59% avg exposure

Highest: Sales and Related Workers, All Other

Lowest: Insurance Sales Agents

Open sector ranking

Wholesale Trade (42)

12 roles • 59% avg exposure

Highest: Gambling Change Persons and Booth Cashiers

Lowest: Sales Engineers

Open sector ranking

Arts, Entertainment, and Recreation (71)

20 roles • 56% avg exposure

Highest: Manicurists and Pedicurists

Lowest: Set and Exhibit Designers

Open sector ranking

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

61 roles • 55% avg exposure

Highest: Landscaping and Groundskeeping Workers

Lowest: Chief Executives

Open sector ranking

Finance and Insurance (52)

56 roles • 55% avg exposure

Highest: Order Clerks

Lowest: Architectural and Engineering Managers

Open sector ranking

Information (51)

18 roles • 52% avg exposure

Highest: Designers, All Other

Lowest: News Analysts, Reporters, and Journalists

Open sector ranking

Professional, Scientific, and Technical Services (54)

187 roles • 52% avg exposure

Highest: Door-to-Door Sales Workers, News and Street Vendors, and Related Workers

Lowest: Arbitrators, Mediators, and Conciliators

Open sector ranking

Management of Companies and Enterprises (55)

4 roles • 47% avg exposure

Highest: Tax Preparers

Lowest: Purchasing Managers

Open sector ranking

Health Care and Social Assistance (62)

151 roles • 41% avg exposure

Highest: Amusement and Recreation Attendants

Lowest: Nurse Anesthetists

Open sector ranking

Public Administration (92)

85 roles • 41% avg exposure

Highest: First-Line Supervisors of Police and Detectives

Lowest: Mental Health Counselors

Open sector ranking

Educational Services (61)

45 roles • 34% avg exposure

Highest: Career/Technical Education Teachers, Postsecondary

Lowest: Archivists

Open sector ranking

Sector ranking

Educational Services (61)

Highest automation exposure roles in this sector. Showing top 45 results.

Career/Technical Education Teachers, Postsecondary systems scene#1High confidenceSystemsCE
Career/Technical Education Teachers, Postsecondary

Educational Instruction and LibraryEducational Services

Career/Technical Education Teachers, Postsecondary is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 55% • SOC 25-1194.00

Learning content AIPlanning automationAssessment assistant
Overall Risk55%
Exposure55%
Task avg56%
Human reliance45%
Open role profile
Teaching Assistants, Special Education execution scene#2High confidenceExecutionTA
Teaching Assistants, Special Education

Educational Instruction and LibraryEducational Services

Teaching Assistants, Special Education is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 55% • SOC 25-9043.00

Learning content AIPlanning automationAssessment assistant
Overall Risk55%
Exposure55%
Task avg56%
Human reliance45%
Open role profile
Physical Scientists, All Other insight scene#3Low confidenceInsightPS
Physical Scientists, All Other

Life, Physical, and Social ScienceEducational Services

Physical Scientists, All Other is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 54% • SOC 19-2099.00

Research assistantData analysis suiteWorkflow automation
Overall Risk54%
Exposure54%
Task avg55%
Human reliance46%
Open role profile
Counselors, All Other planning scene#4Low confidencePlanningCA
Counselors, All Other

Community and Social ServiceEducational Services

Counselors, All Other is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 52% • SOC 21-1019.00

Case management toolsScheduling automationDocumentation copilot
Overall Risk52%
Exposure52%
Task avg53%
Human reliance48%
Open role profile
Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education workflow scene#5High confidenceWorkflowTA
Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education

Educational Instruction and LibraryEducational Services

Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 51% • SOC 25-9042.00

Learning content AIPlanning automationAssessment assistant
Overall Risk51%
Exposure51%
Task avg52%
Human reliance49%
Open role profile
Environmental Scientists and Specialists, Including Health productivity scene#6High confidenceProductivityES
Environmental Scientists and Specialists, Including Health

Life, Physical, and Social ScienceEducational Services

Environmental Scientists and Specialists, Including Health is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 50% • SOC 19-2041.00

Research assistantData analysis suiteWorkflow automation
Overall Risk50%
Exposure50%
Task avg51%
Human reliance50%
Open role profile
Social Science Research Assistants productivity scene#7High confidenceProductivitySS
Social Science Research Assistants

Life, Physical, and Social ScienceEducational Services

Social Science Research Assistants is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 48% • SOC 19-4061.00

Research assistantData analysis suiteWorkflow automation
Overall Risk48%
Exposure48%
Task avg49%
Human reliance52%
Open role profile
Postsecondary Teachers, All Other productivity scene#8Low confidenceProductivityPT
Postsecondary Teachers, All Other

Educational Instruction and LibraryEducational Services

Postsecondary Teachers, All Other is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 47% • SOC 25-1199.00

Learning content AIPlanning automationAssessment assistant
Overall Risk47%
Exposure47%
Task avg48%
Human reliance53%
Open role profile
Preschool Teachers, Except Special Education tooling scene#9High confidenceToolingPT
Preschool Teachers, Except Special Education

Educational Instruction and LibraryEducational Services

Preschool Teachers, Except Special Education is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 47% • SOC 25-2011.00

Learning content AIPlanning automationAssessment assistant
Overall Risk47%
Exposure47%
Task avg48%
Human reliance53%
Open role profile
Teachers and Instructors, All Other execution scene#10Low confidenceExecutionTA
Teachers and Instructors, All Other

Educational Instruction and LibraryEducational Services

Teachers and Instructors, All Other is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 47% • SOC 25-3099.00

Learning content AIPlanning automationAssessment assistant
Overall Risk47%
Exposure47%
Task avg48%
Human reliance53%
Open role profile
Religious Workers, All Other tooling scene#11Low confidenceToolingRW
Religious Workers, All Other

Community and Social ServiceEducational Services

Religious Workers, All Other is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 46% • SOC 21-2099.00

Case management toolsScheduling automationDocumentation copilot
Overall Risk46%
Exposure46%
Task avg47%
Human reliance54%
Open role profile
Secondary School Teachers, Except Special and Career/Technical Education analysis scene#12Low confidenceAnalysisSS
Secondary School Teachers, Except Special and Career/Technical Education

Educational Instruction and LibraryEducational Services

Secondary School Teachers, Except Special and Career/Technical Education is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 45% • SOC 25-2031.00

Learning content AIPlanning automationAssessment assistant
Overall Risk45%
Exposure45%
Task avg46%
Human reliance55%
Open role profile
Kindergarten Teachers, Except Special Education insight scene#13Low confidenceInsightKT
Kindergarten Teachers, Except Special Education

Educational Instruction and LibraryEducational Services

Kindergarten Teachers, Except Special Education is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 44% • SOC 25-2012.00

Learning content AIPlanning automationAssessment assistant
Overall Risk44%
Exposure44%
Task avg45%
Human reliance56%
Open role profile
Museum Technicians and Conservators tooling scene#14High confidenceToolingMT
Museum Technicians and Conservators

Educational Instruction and LibraryEducational Services

Museum Technicians and Conservators is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 42% • SOC 25-4013.00

Learning content AIPlanning automationAssessment assistant
Overall Risk42%
Exposure42%
Task avg43%
Human reliance58%
Open role profile
Career/Technical Education Teachers, Middle School coordination scene#15Medium confidenceCoordinationCE
Career/Technical Education Teachers, Middle School

Educational Instruction and LibraryEducational Services

Career/Technical Education Teachers, Middle School is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 40% • SOC 25-2023.00

Learning content AIPlanning automationAssessment assistant
Overall Risk40%
Exposure40%
Task avg41%
Human reliance60%
Open role profile
Geoscientists, Except Hydrologists and Geographers insight scene#16High confidenceInsightGE
Geoscientists, Except Hydrologists and Geographers

Life, Physical, and Social ScienceEducational Services

Geoscientists, Except Hydrologists and Geographers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 40% • SOC 19-2042.00

Research assistantData analysis suiteWorkflow automation
Overall Risk40%
Exposure40%
Task avg41%
Human reliance60%
Open role profile
Foresters planning scene#17High confidencePlanningF
Foresters

Life, Physical, and Social ScienceEducational Services

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

Exposure benchmark: 39% • SOC 19-1032.00

Research assistantData analysis suiteWorkflow automation
Overall Risk39%
Exposure39%
Task avg40%
Human reliance61%
Open role profile
Art, Drama, and Music Teachers, Postsecondary productivity scene#18High confidenceProductivityAD
Art, Drama, and Music Teachers, Postsecondary

Educational Instruction and LibraryEducational Services

Art, Drama, and Music Teachers, Postsecondary remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 38% • SOC 25-1121.00

Learning content AIPlanning automationAssessment assistant
Overall Risk38%
Exposure38%
Task avg39%
Human reliance62%
Open role profile
Philosophy and Religion Teachers, Postsecondary tooling scene#19High confidenceToolingPA
Philosophy and Religion Teachers, Postsecondary

Educational Instruction and LibraryEducational Services

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

Exposure benchmark: 38% • SOC 25-1126.00

Learning content AIPlanning automationAssessment assistant
Overall Risk38%
Exposure38%
Task avg39%
Human reliance62%
Open role profile
Economics Teachers, Postsecondary coordination scene#20Medium confidenceCoordinationET
Economics Teachers, Postsecondary

Educational Instruction and LibraryEducational Services

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

Exposure benchmark: 37% • SOC 25-1063.00

Learning content AIPlanning automationAssessment assistant
Overall Risk37%
Exposure37%
Task avg38%
Human reliance63%
Open role profile
Librarians and Media Collections Specialists coordination scene#21High confidenceCoordinationLA
Librarians and Media Collections Specialists

Educational Instruction and LibraryEducational Services

Librarians and Media Collections Specialists remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 37% • SOC 25-4022.00

Learning content AIPlanning automationAssessment assistant
Overall Risk37%
Exposure37%
Task avg38%
Human reliance63%
Open role profile
Conservation Scientists execution scene#22High confidenceExecutionCS
Conservation Scientists

Life, Physical, and Social ScienceEducational Services

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

Exposure benchmark: 36% • SOC 19-1031.00

Research assistantData analysis suiteWorkflow automation
Overall Risk36%
Exposure36%
Task avg37%
Human reliance64%
Open role profile
Mathematical Science Teachers, Postsecondary coordination scene#23High confidenceCoordinationMS
Mathematical Science Teachers, Postsecondary

Educational Instruction and LibraryEducational Services

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

Exposure benchmark: 36% • SOC 25-1022.00

Learning content AIPlanning automationAssessment assistant
Overall Risk36%
Exposure36%
Task avg37%
Human reliance64%
Open role profile
Adapted Physical Education Specialists insight scene#24High confidenceInsightAP
Adapted Physical Education Specialists

Educational Instruction and LibraryEducational Services

Adapted Physical Education Specialists remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 35% • SOC 25-2059.01

Learning content AIPlanning automationAssessment assistant
Overall Risk35%
Exposure35%
Task avg36%
Human reliance65%
Open role profile
Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors productivity scene#25High confidenceProductivityAB
Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors

Educational Instruction and LibraryEducational Services

Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 35% • SOC 25-3011.00

Learning content AIPlanning automationAssessment assistant
Overall Risk35%
Exposure35%
Task avg36%
Human reliance65%
Open role profile
Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary tooling scene#26High confidenceToolingAE
Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary

Educational Instruction and LibraryEducational Services

Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 32% • SOC 25-1051.00

Learning content AIPlanning automationAssessment assistant
Overall Risk32%
Exposure32%
Task avg33%
Human reliance68%
Open role profile
Political Scientists productivity scene#27High confidenceProductivityPS
Political Scientists

Life, Physical, and Social ScienceEducational Services

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

Exposure benchmark: 32% • SOC 19-3094.00

Research assistantData analysis suiteWorkflow automation
Overall Risk32%
Exposure32%
Task avg33%
Human reliance68%
Open role profile
Sociology Teachers, Postsecondary analysis scene#28Medium confidenceAnalysisST
Sociology Teachers, Postsecondary

Educational Instruction and LibraryEducational Services

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

Exposure benchmark: 31% • SOC 25-1067.00

Learning content AIPlanning automationAssessment assistant
Overall Risk31%
Exposure31%
Task avg32%
Human reliance69%
Open role profile
Education Teachers, Postsecondary productivity scene#29High confidenceProductivityET
Education Teachers, Postsecondary

Educational Instruction and LibraryEducational Services

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

Exposure benchmark: 29% • SOC 25-1081.00

Learning content AIPlanning automationAssessment assistant
Overall Risk29%
Exposure29%
Task avg30%
Human reliance71%
Open role profile
Farm and Home Management Educators coordination scene#30High confidenceCoordinationFA
Farm and Home Management Educators

Educational Instruction and LibraryEducational Services

Farm and Home Management Educators remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 28% • SOC 25-9021.00

Learning content AIPlanning automationAssessment assistant
Overall Risk28%
Exposure28%
Task avg29%
Human reliance72%
Open role profile
Communications Teachers, Postsecondary insight scene#31High confidenceInsightCT
Communications Teachers, Postsecondary

Educational Instruction and LibraryEducational Services

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

Exposure benchmark: 27% • SOC 25-1122.00

Learning content AIPlanning automationAssessment assistant
Overall Risk27%
Exposure27%
Task avg28%
Human reliance73%
Open role profile
Mental Health and Substance Abuse Social Workers operations scene#32High confidenceOperationsMH
Mental Health and Substance Abuse Social Workers

Community and Social ServiceEducational Services

Mental Health and Substance Abuse Social Workers remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 27% • SOC 21-1023.00

Case management toolsScheduling automationDocumentation copilot
Overall Risk27%
Exposure27%
Task avg28%
Human reliance73%
Open role profile
Engineering Teachers, Postsecondary workflow scene#33High confidenceWorkflowET
Engineering Teachers, Postsecondary

Educational Instruction and LibraryEducational Services

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

Exposure benchmark: 25% • SOC 25-1032.00

Learning content AIPlanning automationAssessment assistant
Overall Risk25%
Exposure25%
Task avg26%
Human reliance75%
Open role profile
Business Teachers, Postsecondary execution scene#34High confidenceExecutionBT
Business Teachers, Postsecondary

Educational Instruction and LibraryEducational Services

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

Exposure benchmark: 24% • SOC 25-1011.00

Learning content AIPlanning automationAssessment assistant
Overall Risk24%
Exposure24%
Task avg25%
Human reliance76%
Open role profile
English Language and Literature Teachers, Postsecondary productivity scene#35High confidenceProductivityEL
English Language and Literature Teachers, Postsecondary

Educational Instruction and LibraryEducational Services

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

Exposure benchmark: 24% • SOC 25-1123.00

Learning content AIPlanning automationAssessment assistant
Overall Risk24%
Exposure24%
Task avg25%
Human reliance76%
Open role profile
Agricultural Sciences Teachers, Postsecondary workflow scene#36High confidenceWorkflowAS
Agricultural Sciences Teachers, Postsecondary

Educational Instruction and LibraryEducational Services

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

Exposure benchmark: 23% • SOC 25-1041.00

Learning content AIPlanning automationAssessment assistant
Overall Risk23%
Exposure23%
Task avg24%
Human reliance77%
Open role profile
Architecture Teachers, Postsecondary analysis scene#37High 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 Risk21%
Exposure21%
Task avg22%
Human reliance79%
Open role profile
Family and Consumer Sciences Teachers, Postsecondary planning scene#38High 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 Risk20%
Exposure20%
Task avg21%
Human reliance80%
Open role profile
Foreign Language and Literature Teachers, Postsecondary workflow scene#39High 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 Risk20%
Exposure20%
Task avg21%
Human reliance80%
Open role profile
Psychology Teachers, Postsecondary productivity scene#40High 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 Risk19%
Exposure19%
Task avg20%
Human reliance81%
Open role profile
Law Teachers, Postsecondary tooling scene#41Medium 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 Risk16%
Exposure16%
Task avg17%
Human reliance84%
Open role profile
Social Work Teachers, Postsecondary workflow scene#42Medium 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 Risk16%
Exposure16%
Task avg17%
Human reliance84%
Open role profile
Area, Ethnic, and Cultural Studies Teachers, Postsecondary workflow scene#43High 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 Risk15%
Exposure15%
Task avg16%
Human reliance85%
Open role profile
Recreation and Fitness Studies Teachers, Postsecondary workflow scene#44High 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 Risk15%
Exposure15%
Task avg16%
Human reliance85%
Open role profile
Archivists workflow scene#45High 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 Risk14%
Exposure14%
Task avg16%
Human reliance86%
Open role profile
Rankings by industry - replaced.fyi