Ranking

By industry

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

24 sectors indexed. Showing role-level rankings for Mining, Quarrying, and Oil and Gas Extraction (21).

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

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

Highest automation exposure roles in this sector. Showing top 22 results.

Floor Sanders and Finishers execution scene#1Medium confidenceExecutionFS
Floor Sanders and Finishers

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

A large share of Floor Sanders and Finishers tasks are currently automatable in Iron Ore Mining.

Exposure benchmark: 82% • SOC 47-2043.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Continuous Mining Machine Operators workflow scene#2High confidenceWorkflowCM
Continuous Mining Machine Operators

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

Continuous Mining Machine Operators shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 73% • SOC 47-5041.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Paperhangers analysis scene#3High confidenceAnalysisP
Paperhangers

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

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

Exposure benchmark: 73% • SOC 47-2142.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Roof Bolters, Mining productivity scene#4Low confidenceProductivityRB
Roof Bolters, Mining

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

Roof Bolters, Mining shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 73% • SOC 47-5043.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Service Unit Operators, Oil and Gas insight scene#5High confidenceInsightSU
Service Unit Operators, Oil and Gas

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

Service Unit Operators, Oil and Gas shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 73% • SOC 47-5013.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Brickmasons and Blockmasons workflow scene#6High confidenceWorkflowBA
Brickmasons and Blockmasons

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

Brickmasons and Blockmasons shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 71% • SOC 47-2021.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Carpenters productivity scene#7High confidenceProductivityC
Carpenters

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

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

Exposure benchmark: 65% • SOC 47-2031.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Helpers--Extraction Workers coordination scene#8High confidenceCoordinationHW
Helpers--Extraction Workers

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

Helpers--Extraction Workers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 65% • SOC 47-5081.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Insulation Workers, Mechanical execution scene#9Medium confidenceExecutionIW
Insulation Workers, Mechanical

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

Insulation Workers, Mechanical shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 65% • SOC 47-2132.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Weatherization Installers and Technicians systems scene#10High confidenceSystemsWI
Weatherization Installers and Technicians

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

Weatherization Installers and Technicians shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 64% • SOC 47-4099.03

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Elevator and Escalator Installers and Repairers operations scene#11Medium confidenceOperationsEA
Elevator and Escalator Installers and Repairers

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

Elevator and Escalator Installers and Repairers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 63% • SOC 47-4021.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Roustabouts, Oil and Gas coordination scene#12Medium confidenceCoordinationRO
Roustabouts, Oil and Gas

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

Roustabouts, Oil and Gas shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 63% • SOC 47-5071.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Stonemasons execution scene#13Medium confidenceExecutionS
Stonemasons

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

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

Exposure benchmark: 62% • SOC 47-2022.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
First-Line Supervisors of Construction Trades and Extraction Workers execution scene#14Medium confidenceExecutionFS
First-Line Supervisors of Construction Trades and Extraction Workers

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

First-Line Supervisors of Construction Trades and Extraction Workers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 57% • SOC 47-1011.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Explosives Workers, Ordnance Handling Experts, and Blasters insight scene#15High confidenceInsightEW
Explosives Workers, Ordnance Handling Experts, and Blasters

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

Explosives Workers, Ordnance Handling Experts, and Blasters is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 56% • SOC 47-5032.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Pile Driver Operators insight scene#16High confidenceInsightPD
Pile Driver Operators

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

Pile Driver Operators is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 54% • SOC 47-2072.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Loading and Moving Machine Operators, Underground Mining productivity scene#17High confidenceProductivityLA
Loading and Moving Machine Operators, Underground Mining

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

Loading and Moving Machine Operators, Underground Mining is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 53% • SOC 47-5044.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters tooling scene#18High confidenceToolingHP
Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 52% • SOC 47-3015.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Boilermakers insight scene#19High confidenceInsightB
Boilermakers

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

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

Exposure benchmark: 41% • SOC 47-2011.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Electricians productivity scene#20High confidenceProductivityE
Electricians

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

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

Exposure benchmark: 41% • SOC 47-2111.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Plumbers, Pipefitters, and Steamfitters insight scene#21High confidenceInsightPP
Plumbers, Pipefitters, and Steamfitters

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

Plumbers, Pipefitters, and Steamfitters is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 41% • SOC 47-2152.00

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Solar Thermal Installers and Technicians systems scene#22High confidenceSystemsST
Solar Thermal Installers and Technicians

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

Solar Thermal Installers and Technicians remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 39% • SOC 47-2152.04

Project workflowPlanning assistantDocumentation copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Rankings by industry - replaced.fyi