Ranking

By industry

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

24 sectors indexed. Showing role-level rankings for Finance and Insurance (52).

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

Finance and Insurance (52)

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

Order Clerks insight scene#1High confidenceInsightOC
Order Clerks

Office and Administrative SupportFinance and Insurance

A large share of Order Clerks tasks are currently automatable in Sales Financing.

Exposure benchmark: 89% • SOC 43-4151.00

Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Mail Clerks and Mail Machine Operators, Except Postal Service systems scene#2High confidenceSystemsMC
Mail Clerks and Mail Machine Operators, Except Postal Service

Office and Administrative SupportFinance and Insurance

A large share of Mail Clerks and Mail Machine Operators, Except Postal Service tasks are currently automatable in Direct Property and Casualty Insurance Carriers.

Exposure benchmark: 88% • SOC 43-9051.00

Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Bill and Account Collectors analysis scene#3High confidenceAnalysisBA
Bill and Account Collectors

Office and Administrative SupportFinance and Insurance

A large share of Bill and Account Collectors tasks are currently automatable in Savings Institutions and Other Depository Credit Intermediation.

Exposure benchmark: 86% • SOC 43-3011.00

Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Correspondence Clerks execution scene#4High confidenceExecutionCC
Correspondence Clerks

Office and Administrative SupportFinance and Insurance

A large share of Correspondence Clerks tasks are currently automatable in International, Secondary Market, and All Other Nondepository Credit Intermediation.

Exposure benchmark: 86% • SOC 43-4021.00

Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Public Safety Telecommunicators execution scene#5High confidenceExecutionPS
Public Safety Telecommunicators

Office and Administrative SupportFinance and Insurance

Public Safety Telecommunicators shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 78% • SOC 43-5031.00

Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Loan Interviewers and Clerks execution scene#6High confidenceExecutionLI
Loan Interviewers and Clerks

Office and Administrative SupportFinance and Insurance

Loan Interviewers and Clerks shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 76% • SOC 43-4131.00

Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Postal Service Mail Carriers coordination scene#7High confidenceCoordinationPS
Postal Service Mail Carriers

Office and Administrative SupportFinance and Insurance

Postal Service Mail Carriers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 75% • SOC 43-5052.00

Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Secretaries and Administrative Assistants, Except Legal, Medical, and Executive productivity scene#8High confidenceProductivitySA
Secretaries and Administrative Assistants, Except Legal, Medical, and Executive

Office and Administrative SupportFinance and Insurance

Secretaries and Administrative Assistants, Except Legal, Medical, and Executive shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 75% • SOC 43-6014.00

Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Mathematical Science Occupations, All Other planning scene#9Low confidencePlanningMS
Mathematical Science Occupations, All Other

Computer and MathematicalFinance and Insurance

Mathematical Science Occupations, All Other shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 72% • SOC 15-2099.00

Code assistantTesting automationKnowledge copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Web Developers tooling scene#10High confidenceToolingWD
Web Developers

Computer and MathematicalFinance and Insurance

Web Developers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 72% • SOC 15-1254.00

Code assistantTesting automationKnowledge copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Food Service Managers insight scene#11Medium confidenceInsightFS
Food Service Managers

ManagementFinance and Insurance

Food Service Managers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 70% • SOC 11-9051.00

Workflow automationAnalytics copilotPlanning assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Desktop Publishers coordination scene#12Medium confidenceCoordinationDP
Desktop Publishers

Office and Administrative SupportFinance and Insurance

Desktop Publishers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 68% • SOC 43-9031.00

Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Library Assistants, Clerical coordination scene#13High confidenceCoordinationLA
Library Assistants, Clerical

Office and Administrative SupportFinance and Insurance

Library Assistants, Clerical shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 67% • SOC 43-4121.00

Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Information and Record Clerks, All Other systems scene#14Low confidenceSystemsIA
Information and Record Clerks, All Other

Office and Administrative SupportFinance and Insurance

Information and Record Clerks, All Other shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 66% • SOC 43-4199.00

Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Funeral Home Managers workflow scene#15High confidenceWorkflowFH
Funeral Home Managers

ManagementFinance and Insurance

Funeral Home Managers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 64% • SOC 11-9171.00

Workflow automationAnalytics copilotPlanning assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Customs Brokers systems scene#16High confidenceSystemsCB
Customs Brokers

Business and Financial OperationsFinance and Insurance

Customs Brokers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 63% • SOC 13-1041.08

Spreadsheet AIResearch assistantWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Computer User Support Specialists workflow scene#17High confidenceWorkflowCU
Computer User Support Specialists

Computer and MathematicalFinance and Insurance

Computer User Support Specialists shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 62% • SOC 15-1232.00

Code assistantTesting automationKnowledge copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Bioinformatics Technicians execution scene#18High confidenceExecutionBT
Bioinformatics Technicians

Computer and MathematicalFinance and Insurance

Bioinformatics Technicians shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 60% • SOC 15-2099.01

Code assistantTesting automationKnowledge copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Managers, All Other systems scene#19Low confidenceSystemsMA
Managers, All Other

ManagementFinance and Insurance

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

Exposure benchmark: 59% • SOC 11-9199.00

Workflow automationAnalytics copilotPlanning assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Web Administrators coordination scene#20High confidenceCoordinationWA
Web Administrators

Computer and MathematicalFinance and Insurance

Web Administrators is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 58% • SOC 15-1299.01

Code assistantTesting automationKnowledge copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Business Intelligence Analysts analysis scene#21High confidenceAnalysisBI
Business Intelligence Analysts

Computer and MathematicalFinance and Insurance

Business Intelligence Analysts is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 57% • SOC 15-2051.01

Code assistantTesting automationKnowledge copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Geographic Information Systems Technologists and Technicians productivity scene#22High confidenceProductivityGI
Geographic Information Systems Technologists and Technicians

Computer and MathematicalFinance and Insurance

Geographic Information Systems Technologists and Technicians is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 57% • SOC 15-1299.02

Code assistantTesting automationKnowledge copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Information Security Engineers operations scene#23High confidenceOperationsIS
Information Security Engineers

Computer and MathematicalFinance and Insurance

Information Security Engineers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 57% • SOC 15-1299.05

Code assistantTesting automationKnowledge copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Tax Examiners and Collectors, and Revenue Agents tooling scene#24Medium confidenceToolingTE
Tax Examiners and Collectors, and Revenue Agents

Business and Financial OperationsFinance and Insurance

Tax Examiners and Collectors, and Revenue Agents is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 57% • SOC 13-2081.00

Spreadsheet AIResearch assistantWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Accountants and Auditors productivity scene#25High confidenceProductivityAA
Accountants and Auditors

Business and Financial OperationsFinance and Insurance

Accountants and Auditors is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 56% • SOC 13-2011.00

Spreadsheet AIResearch assistantWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Farm Labor Contractors insight scene#26Medium confidenceInsightFL
Farm Labor Contractors

Business and Financial OperationsFinance and Insurance

Farm Labor Contractors is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 56% • SOC 13-1074.00

Spreadsheet AIResearch assistantWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Coroners analysis scene#27High confidenceAnalysisC
Coroners

Business and Financial OperationsFinance and Insurance

Coroners is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 55% • SOC 13-1041.06

Spreadsheet AIResearch assistantWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Database Architects insight scene#28High confidenceInsightDA
Database Architects

Computer and MathematicalFinance and Insurance

Database Architects is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 55% • SOC 15-1243.00

Code assistantTesting automationKnowledge copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Statistical Assistants planning scene#29High confidencePlanningSA
Statistical Assistants

Office and Administrative SupportFinance and Insurance

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

Exposure benchmark: 55% • SOC 43-9111.00

Workflow automationDocument assistantOperations copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Sustainability Specialists systems scene#30Medium confidenceSystemsSS
Sustainability Specialists

Business and Financial OperationsFinance and Insurance

Sustainability Specialists is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 55% • SOC 13-1199.05

Spreadsheet AIResearch assistantWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Data Warehousing Specialists productivity scene#31High confidenceProductivityDW
Data Warehousing Specialists

Computer and MathematicalFinance and Insurance

Data Warehousing Specialists is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 53% • SOC 15-1243.01

Code assistantTesting automationKnowledge copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Market Research Analysts and Marketing Specialists analysis scene#32High confidenceAnalysisMR
Market Research Analysts and Marketing Specialists

Business and Financial OperationsFinance and Insurance

Market Research Analysts and Marketing Specialists is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 53% • SOC 13-1161.00

Spreadsheet AIResearch assistantWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Document Management Specialists workflow scene#33High confidenceWorkflowDM
Document Management Specialists

Computer and MathematicalFinance and Insurance

Document Management Specialists is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 52% • SOC 15-1299.03

Code assistantTesting automationKnowledge copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Fundraisers workflow scene#34High confidenceWorkflowF
Fundraisers

Business and Financial OperationsFinance and Insurance

Fundraisers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 52% • SOC 13-1131.00

Spreadsheet AIResearch assistantWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Business Continuity Planners planning scene#35High confidencePlanningBC
Business Continuity Planners

Business and Financial OperationsFinance and Insurance

Business Continuity Planners is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 50% • SOC 13-1199.04

Spreadsheet AIResearch assistantWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Meeting, Convention, and Event Planners coordination scene#36Medium confidenceCoordinationMC
Meeting, Convention, and Event Planners

Business and Financial OperationsFinance and Insurance

Meeting, Convention, and Event Planners is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 49% • SOC 13-1121.00

Spreadsheet AIResearch assistantWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Penetration Testers analysis scene#37High confidenceAnalysisPT
Penetration Testers

Computer and MathematicalFinance and Insurance

Penetration Testers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 48% • SOC 15-1299.04

Code assistantTesting automationKnowledge copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Cost Estimators insight scene#38High confidenceInsightCE
Cost Estimators

Business and Financial OperationsFinance and Insurance

Cost Estimators is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 46% • SOC 13-1051.00

Spreadsheet AIResearch assistantWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Government Property Inspectors and Investigators productivity scene#39Medium confidenceProductivityGP
Government Property Inspectors and Investigators

Business and Financial OperationsFinance and Insurance

Government Property Inspectors and Investigators is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 46% • SOC 13-1041.04

Spreadsheet AIResearch assistantWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Education Administrators, All Other planning scene#40Low confidencePlanningEA
Education Administrators, All Other

ManagementFinance and Insurance

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

Exposure benchmark: 45% • SOC 11-9039.00

Workflow automationAnalytics copilotPlanning assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Legislators tooling scene#41Medium confidenceToolingL
Legislators

ManagementFinance and Insurance

Legislators is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 45% • SOC 11-1031.00

Workflow automationAnalytics copilotPlanning assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Financial Managers coordination scene#42High confidenceCoordinationFM
Financial Managers

ManagementFinance and Insurance

Financial Managers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 43% • SOC 11-3031.00

Workflow automationAnalytics copilotPlanning assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Statisticians tooling scene#43High confidenceToolingS
Statisticians

Computer and MathematicalFinance and Insurance

Statisticians is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 43% • SOC 15-2041.00

Code assistantTesting automationKnowledge copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Credit Counselors productivity scene#44High confidenceProductivityCC
Credit Counselors

Business and Financial OperationsFinance and Insurance

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

Exposure benchmark: 42% • SOC 13-2071.00

Spreadsheet AIResearch assistantWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Marketing Managers tooling scene#45High confidenceToolingMM
Marketing Managers

ManagementFinance and Insurance

Marketing Managers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 40% • SOC 11-2021.00

Workflow automationAnalytics copilotPlanning assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Computer and Information Research Scientists insight scene#46High confidenceInsightCA
Computer and Information Research Scientists

Computer and MathematicalFinance and Insurance

Computer and Information Research Scientists remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 39% • SOC 15-1221.00

Code assistantTesting automationKnowledge copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Education and Childcare Administrators, Preschool and Daycare insight scene#47High confidenceInsightEA
Education and Childcare Administrators, Preschool and Daycare

ManagementFinance and Insurance

Education and Childcare Administrators, Preschool and Daycare remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 39% • SOC 11-9031.00

Workflow automationAnalytics copilotPlanning assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Clinical Research Coordinators planning scene#48High confidencePlanningCR
Clinical Research Coordinators

ManagementFinance and Insurance

Clinical Research Coordinators remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 38% • SOC 11-9121.01

Workflow automationAnalytics copilotPlanning assistant
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Credit Analysts workflow scene#49High confidenceWorkflowCA
Credit Analysts

Business and Financial OperationsFinance and Insurance

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

Exposure benchmark: 35% • SOC 13-2041.00

Spreadsheet AIResearch assistantWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Appraisers and Assessors of Real Estate execution scene#50Medium confidenceExecutionAA
Appraisers and Assessors of Real Estate

Business and Financial OperationsFinance and Insurance

Appraisers and Assessors of Real Estate remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 34% • SOC 13-2023.00

Spreadsheet AIResearch assistantWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Rankings by industry - replaced.fyi