Ranking

By industry

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

24 sectors indexed. Showing role-level rankings for Manufacturing (31).

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

Show ranking

Sector ranking

Manufacturing (31)

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

Sewing Machine Operators tooling scene#1High confidenceToolingSM
Sewing Machine Operators

ProductionManufacturing

A large share of Sewing Machine Operators tasks are currently automatable in Meat Processed from Carcasses.

Exposure benchmark: 94% • SOC 51-6031.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Etchers and Engravers insight scene#2High confidenceInsightEA
Etchers and Engravers

ProductionManufacturing

A large share of Etchers and Engravers tasks are currently automatable in Perishable Prepared Food Manufacturing.

Exposure benchmark: 90% • SOC 51-9194.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Shoe Machine Operators and Tenders operations scene#3Medium confidenceOperationsSM
Shoe Machine Operators and Tenders

ProductionManufacturing

A large share of Shoe Machine Operators and Tenders tasks are currently automatable in Commercial Bakeries.

Exposure benchmark: 88% • SOC 51-6042.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Photographic Process Workers and Processing Machine Operators productivity scene#4High confidenceProductivityPP
Photographic Process Workers and Processing Machine Operators

ProductionManufacturing

A large share of Photographic Process Workers and Processing Machine Operators tasks are currently automatable in Commercial Bakeries.

Exposure benchmark: 87% • SOC 51-9151.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Paper Goods Machine Setters, Operators, and Tenders workflow scene#5High confidenceWorkflowPG
Paper Goods Machine Setters, Operators, and Tenders

ProductionManufacturing

A large share of Paper Goods Machine Setters, Operators, and Tenders tasks are currently automatable in Confectionery Manufacturing from Purchased Chocolate.

Exposure benchmark: 85% • SOC 51-9196.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Packaging and Filling Machine Operators and Tenders insight scene#6High confidenceInsightPA
Packaging and Filling Machine Operators and Tenders

ProductionManufacturing

A large share of Packaging and Filling Machine Operators and Tenders tasks are currently automatable in Cookie and Cracker Manufacturing.

Exposure benchmark: 84% • SOC 51-9111.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Fiberglass Laminators and Fabricators planning scene#7Medium confidencePlanningFL
Fiberglass Laminators and Fabricators

ProductionManufacturing

A large share of Fiberglass Laminators and Fabricators tasks are currently automatable in Roasted Nuts and Peanut Butter Manufacturing.

Exposure benchmark: 83% • SOC 51-2051.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Layout Workers, Metal and Plastic operations scene#8High confidenceOperationsLW
Layout Workers, Metal and Plastic

ProductionManufacturing

A large share of Layout Workers, Metal and Plastic tasks are currently automatable in Soybean and Other Oilseed Processing.

Exposure benchmark: 83% • SOC 51-4192.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Cutters and Trimmers, Hand insight scene#9Medium confidenceInsightCA
Cutters and Trimmers, Hand

ProductionManufacturing

Cutters and Trimmers, Hand shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 79% • SOC 51-9031.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic execution scene#10Medium confidenceExecutionCP
Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic

ProductionManufacturing

Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 79% • SOC 51-4031.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic planning scene#11Medium confidencePlanningMC
Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic

ProductionManufacturing

Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 79% • SOC 51-4072.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders productivity scene#12High confidenceProductivityFA
Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders

ProductionManufacturing

Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 77% • SOC 51-3091.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Butchers and Meat Cutters insight scene#13Medium confidenceInsightBA
Butchers and Meat Cutters

ProductionManufacturing

Butchers and Meat Cutters shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 76% • SOC 51-3021.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Patternmakers, Metal and Plastic analysis scene#14Medium confidenceAnalysisPM
Patternmakers, Metal and Plastic

ProductionManufacturing

Patternmakers, Metal and Plastic shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 76% • SOC 51-4062.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Electromechanical Equipment Assemblers operations scene#15High confidenceOperationsEE
Electromechanical Equipment Assemblers

ProductionManufacturing

Electromechanical Equipment Assemblers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 75% • SOC 51-2023.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic planning scene#16High confidencePlanningLA
Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic

ProductionManufacturing

Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 74% • SOC 51-4034.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Water and Wastewater Treatment Plant and System Operators planning scene#17High confidencePlanningWA
Water and Wastewater Treatment Plant and System Operators

ProductionManufacturing

Water and Wastewater Treatment Plant and System Operators shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 74% • SOC 51-8031.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders analysis scene#18High confidenceAnalysisFK
Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders

ProductionManufacturing

Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 73% • SOC 51-9051.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Mixing and Blending Machine Setters, Operators, and Tenders execution scene#19Medium confidenceExecutionMA
Mixing and Blending Machine Setters, Operators, and Tenders

ProductionManufacturing

Mixing and Blending Machine Setters, Operators, and Tenders shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 73% • SOC 51-9023.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Petroleum Pump System Operators, Refinery Operators, and Gaugers systems scene#20High confidenceSystemsPP
Petroleum Pump System Operators, Refinery Operators, and Gaugers

ProductionManufacturing

Petroleum Pump System Operators, Refinery Operators, and Gaugers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 72% • SOC 51-8093.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Molders, Shapers, and Casters, Except Metal and Plastic coordination scene#21High confidenceCoordinationMS
Molders, Shapers, and Casters, Except Metal and Plastic

ProductionManufacturing

Molders, Shapers, and Casters, Except Metal and Plastic shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 71% • SOC 51-9195.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Sawing Machine Setters, Operators, and Tenders, Wood analysis scene#22Medium confidenceAnalysisSM
Sawing Machine Setters, Operators, and Tenders, Wood

ProductionManufacturing

Sawing Machine Setters, Operators, and Tenders, Wood shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 71% • SOC 51-7041.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Mechanical Engineering Technologists and Technicians coordination scene#23High confidenceCoordinationME
Mechanical Engineering Technologists and Technicians

Architecture and EngineeringManufacturing

Mechanical Engineering Technologists and Technicians shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 70% • SOC 17-3027.00

CAD automationSimulation toolingTechnical copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Chemical Plant and System Operators systems scene#24Low confidenceSystemsCP
Chemical Plant and System Operators

ProductionManufacturing

Chemical Plant and System Operators shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 68% • SOC 51-8091.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Timing Device Assemblers and Adjusters systems scene#25High confidenceSystemsTD
Timing Device Assemblers and Adjusters

ProductionManufacturing

Timing Device Assemblers and Adjusters shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 68% • SOC 51-2061.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Electrical Power-Line Installers and Repairers planning scene#26High confidencePlanningEP
Electrical Power-Line Installers and Repairers

Installation, Maintenance, and RepairManufacturing

Electrical Power-Line Installers and Repairers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 65% • SOC 49-9051.00

Diagnostics assistantMaintenance workflowField reporting
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Outdoor Power Equipment and Other Small Engine Mechanics analysis scene#27High confidenceAnalysisOP
Outdoor Power Equipment and Other Small Engine Mechanics

Installation, Maintenance, and RepairManufacturing

Outdoor Power Equipment and Other Small Engine Mechanics shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 65% • SOC 49-3053.00

Diagnostics assistantMaintenance workflowField reporting
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Aerospace Engineering and Operations Technologists and Technicians tooling scene#28High confidenceToolingAE
Aerospace Engineering and Operations Technologists and Technicians

Architecture and EngineeringManufacturing

Aerospace Engineering and Operations Technologists and Technicians shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 64% • SOC 17-3021.00

CAD automationSimulation toolingTechnical copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Architectural and Civil Drafters analysis scene#29High confidenceAnalysisAA
Architectural and Civil Drafters

Architecture and EngineeringManufacturing

Architectural and Civil Drafters shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 64% • SOC 17-3011.00

CAD automationSimulation toolingTechnical copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Mechanical Door Repairers insight scene#30Medium confidenceInsightMD
Mechanical Door Repairers

Installation, Maintenance, and RepairManufacturing

Mechanical Door Repairers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 64% • SOC 49-9011.00

Diagnostics assistantMaintenance workflowField reporting
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Engineers, All Other systems scene#31Low confidenceSystemsEA
Engineers, All Other

Architecture and EngineeringManufacturing

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

Exposure benchmark: 63% • SOC 17-2199.00

CAD automationSimulation toolingTechnical copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Jewelers and Precious Stone and Metal Workers operations scene#32Medium confidenceOperationsJA
Jewelers and Precious Stone and Metal Workers

ProductionManufacturing

Jewelers and Precious Stone and Metal Workers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 62% • SOC 51-9071.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Civil Engineering Technologists and Technicians tooling scene#33High confidenceToolingCE
Civil Engineering Technologists and Technicians

Architecture and EngineeringManufacturing

Civil Engineering Technologists and Technicians shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 61% • SOC 17-3022.00

CAD automationSimulation toolingTechnical copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Electrical and Electronics Installers and Repairers, Transportation Equipment productivity scene#34High confidenceProductivityEA
Electrical and Electronics Installers and Repairers, Transportation Equipment

Installation, Maintenance, and RepairManufacturing

Electrical and Electronics Installers and Repairers, Transportation Equipment shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 61% • SOC 49-2093.00

Diagnostics assistantMaintenance workflowField reporting
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Electrical and Electronics Repairers, Powerhouse, Substation, and Relay workflow scene#35Medium confidenceWorkflowEA
Electrical and Electronics Repairers, Powerhouse, Substation, and Relay

Installation, Maintenance, and RepairManufacturing

Electrical and Electronics Repairers, Powerhouse, Substation, and Relay shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 61% • SOC 49-2095.00

Diagnostics assistantMaintenance workflowField reporting
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Computer, Automated Teller, and Office Machine Repairers planning scene#36High confidencePlanningCA
Computer, Automated Teller, and Office Machine Repairers

Installation, Maintenance, and RepairManufacturing

Computer, Automated Teller, and Office Machine Repairers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 60% • SOC 49-2011.00

Diagnostics assistantMaintenance workflowField reporting
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Riggers execution scene#37High confidenceExecutionR
Riggers

Installation, Maintenance, and RepairManufacturing

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

Exposure benchmark: 60% • SOC 49-9096.00

Diagnostics assistantMaintenance workflowField reporting
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Heating, Air Conditioning, and Refrigeration Mechanics and Installers operations scene#38High confidenceOperationsHA
Heating, Air Conditioning, and Refrigeration Mechanics and Installers

Installation, Maintenance, and RepairManufacturing

Heating, Air Conditioning, and Refrigeration Mechanics and Installers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 59% • SOC 49-9021.00

Diagnostics assistantMaintenance workflowField reporting
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Mechatronics Engineers insight scene#39Medium confidenceInsightME
Mechatronics Engineers

Architecture and EngineeringManufacturing

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

Exposure benchmark: 59% • SOC 17-2199.05

CAD automationSimulation toolingTechnical copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Stationary Engineers and Boiler Operators productivity scene#40High confidenceProductivitySE
Stationary Engineers and Boiler Operators

ProductionManufacturing

Stationary Engineers and Boiler Operators is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 59% • SOC 51-8021.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Marine Engineers and Naval Architects workflow scene#41High confidenceWorkflowME
Marine Engineers and Naval Architects

Architecture and EngineeringManufacturing

Marine Engineers and Naval Architects is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 58% • SOC 17-2121.00

CAD automationSimulation toolingTechnical copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Millwrights operations scene#42Medium confidenceOperationsM
Millwrights

Installation, Maintenance, and RepairManufacturing

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

Exposure benchmark: 58% • SOC 49-9044.00

Diagnostics assistantMaintenance workflowField reporting
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Telecommunications Equipment Installers and Repairers, Except Line Installers tooling scene#43High confidenceToolingTE
Telecommunications Equipment Installers and Repairers, Except Line Installers

Installation, Maintenance, and RepairManufacturing

Telecommunications Equipment Installers and Repairers, Except Line Installers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 58% • SOC 49-2022.00

Diagnostics assistantMaintenance workflowField reporting
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Aircraft Mechanics and Service Technicians execution scene#44Medium confidenceExecutionAM
Aircraft Mechanics and Service Technicians

Installation, Maintenance, and RepairManufacturing

Aircraft Mechanics and Service Technicians is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 57% • SOC 49-3011.00

Diagnostics assistantMaintenance workflowField reporting
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Materials Engineers productivity scene#45High confidenceProductivityME
Materials Engineers

Architecture and EngineeringManufacturing

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

Exposure benchmark: 56% • SOC 17-2131.00

CAD automationSimulation toolingTechnical copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Wind Energy Engineers analysis scene#46Medium confidenceAnalysisWE
Wind Energy Engineers

Architecture and EngineeringManufacturing

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

Exposure benchmark: 56% • SOC 17-2199.10

CAD automationSimulation toolingTechnical copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Home Appliance Repairers productivity scene#47Medium confidenceProductivityHA
Home Appliance Repairers

Installation, Maintenance, and RepairManufacturing

Home Appliance Repairers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 55% • SOC 49-9031.00

Diagnostics assistantMaintenance workflowField reporting
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Signal and Track Switch Repairers systems scene#48High confidenceSystemsSA
Signal and Track Switch Repairers

Installation, Maintenance, and RepairManufacturing

Signal and Track Switch Repairers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 55% • SOC 49-9097.00

Diagnostics assistantMaintenance workflowField reporting
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Bioengineers and Biomedical Engineers workflow scene#49High confidenceWorkflowBA
Bioengineers and Biomedical Engineers

Architecture and EngineeringManufacturing

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

Exposure benchmark: 54% • SOC 17-2031.00

CAD automationSimulation toolingTechnical copilot
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Farm Equipment Mechanics and Service Technicians operations scene#50Medium confidenceOperationsFE
Farm Equipment Mechanics and Service Technicians

Installation, Maintenance, and RepairManufacturing

Farm Equipment Mechanics and Service Technicians is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 54% • SOC 49-3041.00

Diagnostics assistantMaintenance workflowField reporting
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Rankings by industry - replaced.fyi