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

Show ranking

Accommodation and Food Services (72)

20 roles • 76% avg exposure

Highest: Food Servers, Nonrestaurant

Lowest: Food Preparation and Serving Related Workers, All Other

Show ranking

Manufacturing (32)

25 roles • 76% avg exposure

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

Lowest: Machinists

Show ranking

Agriculture, Forestry, Fishing and Hunting (11)

14 roles • 74% avg exposure

Highest: Agricultural Equipment Operators

Lowest: Logging Workers, All Other

Show ranking

Retail Trade (45)

4 roles • 73% avg exposure

Highest: Parts Salespersons

Lowest: Advertising Sales Agents

Show ranking

Transportation and Warehousing (48)

40 roles • 67% avg exposure

Highest: Bus Drivers, School

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

Show ranking

Other Services (except Public Administration) (81)

20 roles • 65% avg exposure

Highest: Maids and Housekeeping Cleaners

Lowest: Recreation Workers

Show ranking

Transportation and Warehousing (49)

8 roles • 62% avg exposure

Highest: Automotive and Watercraft Service Attendants

Lowest: Musical Instrument Repairers and Tuners

Show ranking

Utilities (22)

15 roles • 61% avg exposure

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

Lowest: Civil Engineers

Show 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

Show 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

Show ranking

Construction (23)

41 roles • 59% avg exposure

Highest: Paving, Surfacing, and Tamping Equipment Operators

Lowest: Environmental Engineering Technologists and Technicians

Show ranking

Manufacturing (31)

85 roles • 59% avg exposure

Highest: Sewing Machine Operators

Lowest: Solar Energy Systems Engineers

Show ranking

Retail Trade (44)

3 roles • 59% avg exposure

Highest: Sales and Related Workers, All Other

Lowest: Insurance Sales Agents

Show ranking

Wholesale Trade (42)

12 roles • 59% avg exposure

Highest: Gambling Change Persons and Booth Cashiers

Lowest: Sales Engineers

Show ranking

Arts, Entertainment, and Recreation (71)

20 roles • 56% avg exposure

Highest: Manicurists and Pedicurists

Lowest: Set and Exhibit Designers

Show ranking

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

61 roles • 55% avg exposure

Highest: Landscaping and Groundskeeping Workers

Lowest: Chief Executives

Show ranking

Finance and Insurance (52)

56 roles • 55% avg exposure

Highest: Order Clerks

Lowest: Architectural and Engineering Managers

Show ranking

Information (51)

18 roles • 52% avg exposure

Highest: Designers, All Other

Lowest: News Analysts, Reporters, and Journalists

Show 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

Show ranking

Management of Companies and Enterprises (55)

4 roles • 47% avg exposure

Highest: Tax Preparers

Lowest: Purchasing Managers

Show ranking

Health Care and Social Assistance (62)

151 roles • 41% avg exposure

Highest: Amusement and Recreation Attendants

Lowest: Nurse Anesthetists

Show ranking

Public Administration (92)

85 roles • 41% avg exposure

Highest: First-Line Supervisors of Police and Detectives

Lowest: Mental Health Counselors

Show ranking

Educational Services (61)

45 roles • 34% avg exposure

Highest: Career/Technical Education Teachers, Postsecondary

Lowest: Archivists

Show ranking

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 Support • Finance 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 Support • Finance 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 Support • Finance 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 Support • Finance 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 Support • Finance 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 Support • Finance 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 Support • Finance 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 Support • Finance 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 Mathematical • Finance 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 Mathematical • Finance 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

Management • Finance 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 Support • Finance 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 Support • Finance 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 Support • Finance 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

Management • Finance 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 Operations • Finance 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 Mathematical • Finance 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 Mathematical • Finance 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

Management • Finance 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 Mathematical • Finance 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 Mathematical • Finance 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 Mathematical • Finance 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 Mathematical • Finance 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 Operations • Finance 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 Operations • Finance 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 Operations • Finance 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 Operations • Finance 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 Mathematical • Finance 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 Support • Finance 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 Operations • Finance 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 Mathematical • Finance 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 Operations • Finance 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 Mathematical • Finance 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 Operations • Finance 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 Operations • Finance 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 Operations • Finance 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 Mathematical • Finance 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 Operations • Finance 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 Operations • Finance 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

Management • Finance 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

Management • Finance 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

Management • Finance 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 Mathematical • Finance 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 Operations • Finance 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

Management • Finance 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 Mathematical • Finance 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

Management • Finance 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

Management • Finance 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 Operations • Finance 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 Operations • Finance 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