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

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

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 Risk89%
Exposure89%
Task avg88%
Human reliance11%
Open role profile
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 Risk88%
Exposure88%
Task avg88%
Human reliance12%
Open role profile
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 Risk86%
Exposure86%
Task avg86%
Human reliance14%
Open role profile
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 Risk86%
Exposure86%
Task avg86%
Human reliance14%
Open role profile
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 Risk78%
Exposure78%
Task avg79%
Human reliance22%
Open role profile
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 Risk76%
Exposure76%
Task avg77%
Human reliance24%
Open role profile
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 Risk75%
Exposure75%
Task avg76%
Human reliance25%
Open role profile
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 Risk75%
Exposure75%
Task avg76%
Human reliance25%
Open role profile
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 Risk72%
Exposure72%
Task avg73%
Human reliance28%
Open role profile
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 Risk72%
Exposure72%
Task avg73%
Human reliance28%
Open role profile
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 Risk70%
Exposure70%
Task avg71%
Human reliance30%
Open role profile
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 Risk68%
Exposure68%
Task avg69%
Human reliance32%
Open role profile
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 Risk67%
Exposure67%
Task avg68%
Human reliance33%
Open role profile
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 Risk66%
Exposure66%
Task avg67%
Human reliance34%
Open role profile
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 Risk64%
Exposure64%
Task avg65%
Human reliance36%
Open role profile
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 Risk63%
Exposure63%
Task avg64%
Human reliance37%
Open role profile
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 Risk62%
Exposure62%
Task avg63%
Human reliance38%
Open role profile
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 Risk60%
Exposure60%
Task avg61%
Human reliance40%
Open role profile
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 Risk59%
Exposure59%
Task avg60%
Human reliance41%
Open role profile
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 Risk58%
Exposure58%
Task avg59%
Human reliance42%
Open role profile
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 Risk57%
Exposure57%
Task avg58%
Human reliance43%
Open role profile
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 Risk57%
Exposure57%
Task avg58%
Human reliance43%
Open role profile
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 Risk57%
Exposure57%
Task avg58%
Human reliance43%
Open role profile
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 Risk57%
Exposure57%
Task avg58%
Human reliance43%
Open role profile
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 Risk56%
Exposure56%
Task avg57%
Human reliance44%
Open role profile
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 Risk56%
Exposure56%
Task avg57%
Human reliance44%
Open role profile
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 Risk55%
Exposure55%
Task avg56%
Human reliance45%
Open role profile
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 Risk55%
Exposure55%
Task avg56%
Human reliance45%
Open role profile
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 Risk55%
Exposure55%
Task avg56%
Human reliance45%
Open role profile
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 Risk55%
Exposure55%
Task avg56%
Human reliance45%
Open role profile
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 Risk53%
Exposure53%
Task avg54%
Human reliance47%
Open role profile
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 Risk53%
Exposure53%
Task avg54%
Human reliance47%
Open role profile
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 Risk52%
Exposure52%
Task avg53%
Human reliance48%
Open role profile
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 Risk52%
Exposure52%
Task avg53%
Human reliance48%
Open role profile
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 Risk50%
Exposure50%
Task avg51%
Human reliance50%
Open role profile
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 Risk49%
Exposure49%
Task avg50%
Human reliance51%
Open role profile
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 Risk48%
Exposure48%
Task avg49%
Human reliance52%
Open role profile
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 Risk46%
Exposure46%
Task avg47%
Human reliance54%
Open role profile
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 Risk46%
Exposure46%
Task avg47%
Human reliance54%
Open role profile
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 Risk45%
Exposure45%
Task avg46%
Human reliance55%
Open role profile
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 Risk45%
Exposure45%
Task avg46%
Human reliance55%
Open role profile
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 Risk43%
Exposure43%
Task avg44%
Human reliance57%
Open role profile
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 Risk43%
Exposure43%
Task avg44%
Human reliance57%
Open role profile
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 Risk42%
Exposure42%
Task avg43%
Human reliance58%
Open role profile
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 Risk40%
Exposure40%
Task avg41%
Human reliance60%
Open role profile
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 Risk39%
Exposure39%
Task avg40%
Human reliance61%
Open role profile
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 Risk39%
Exposure39%
Task avg40%
Human reliance61%
Open role profile
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 Risk38%
Exposure38%
Task avg39%
Human reliance62%
Open role profile
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 Risk35%
Exposure35%
Task avg36%
Human reliance65%
Open role profile
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 Risk34%
Exposure34%
Task avg35%
Human reliance66%
Open role profile
Rankings by industry - replaced.fyi