Ranking

By industry

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

24 sectors indexed. Showing role-level rankings for Wholesale Trade (42).

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

Wholesale Trade (42)

Highest automation exposure roles in this sector. Showing top 12 results.

Gambling Change Persons and Booth Cashiers productivity scene#1High confidenceProductivityGC
Gambling Change Persons and Booth Cashiers

Sales and RelatedWholesale Trade

A large share of Gambling Change Persons and Booth Cashiers tasks are currently automatable in Coal and Other Mineral and Ore Merchant Wholesalers.

Exposure benchmark: 84% • SOC 41-2012.00

CRM assistantOutreach automationRevenue analytics
Overall Risk84%
Exposure84%
Task avg85%
Human reliance16%
Open role profile
Models planning scene#2High confidencePlanningM
Models

Sales and RelatedWholesale Trade

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

Exposure benchmark: 72% • SOC 41-9012.00

CRM assistantOutreach automationRevenue analytics
Overall Risk72%
Exposure72%
Task avg73%
Human reliance28%
Open role profile
Counter and Rental Clerks operations scene#3Medium confidenceOperationsCA
Counter and Rental Clerks

Sales and RelatedWholesale Trade

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

Exposure benchmark: 68% • SOC 41-2021.00

CRM assistantOutreach automationRevenue analytics
Overall Risk68%
Exposure68%
Task avg69%
Human reliance32%
Open role profile
Telemarketers planning scene#4Low confidencePlanningT
Telemarketers

Sales and RelatedWholesale Trade

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

Exposure benchmark: 63% • SOC 41-9041.00

CRM assistantOutreach automationRevenue analytics
Overall Risk63%
Exposure63%
Task avg64%
Human reliance37%
Open role profile
Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel operations scene#5Medium confidenceOperationsSR
Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel

Sales and RelatedWholesale Trade

Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 62% • SOC 41-3091.00

CRM assistantOutreach automationRevenue analytics
Overall Risk62%
Exposure62%
Task avg63%
Human reliance38%
Open role profile
Solar Sales Representatives and Assessors operations scene#6Medium confidenceOperationsSS
Solar Sales Representatives and Assessors

Sales and RelatedWholesale Trade

Solar Sales Representatives and Assessors shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 60% • SOC 41-4011.07

CRM assistantOutreach automationRevenue analytics
Overall Risk60%
Exposure60%
Task avg61%
Human reliance40%
Open role profile
Real Estate Sales Agents planning scene#7High confidencePlanningRE
Real Estate Sales Agents

Sales and RelatedWholesale Trade

Real Estate Sales Agents is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 56% • SOC 41-9022.00

CRM assistantOutreach automationRevenue analytics
Overall Risk56%
Exposure56%
Task avg57%
Human reliance44%
Open role profile
Securities, Commodities, and Financial Services Sales Agents coordination scene#8High confidenceCoordinationSC
Securities, Commodities, and Financial Services Sales Agents

Sales and RelatedWholesale Trade

Securities, Commodities, and Financial Services Sales Agents is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 54% • SOC 41-3031.00

CRM assistantOutreach automationRevenue analytics
Overall Risk54%
Exposure54%
Task avg55%
Human reliance46%
Open role profile
First-Line Supervisors of Non-Retail Sales Workers systems scene#9High confidenceSystemsFS
First-Line Supervisors of Non-Retail Sales Workers

Sales and RelatedWholesale Trade

First-Line Supervisors of Non-Retail Sales Workers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 52% • SOC 41-1012.00

CRM assistantOutreach automationRevenue analytics
Overall Risk52%
Exposure52%
Task avg53%
Human reliance48%
Open role profile
Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products workflow scene#10Medium confidenceWorkflowSR
Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products

Sales and RelatedWholesale Trade

Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 50% • SOC 41-4012.00

CRM assistantOutreach automationRevenue analytics
Overall Risk50%
Exposure50%
Task avg51%
Human reliance50%
Open role profile
Sales Engineers coordination scene#12Medium confidenceCoordinationSE
Sales Engineers

Sales and RelatedWholesale Trade

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

Exposure benchmark: 44% • SOC 41-9031.00

CRM assistantOutreach automationRevenue analytics
Overall Risk44%
Exposure44%
Task avg45%
Human reliance56%
Open role profile
Rankings by industry - replaced.fyi