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

Production • Manufacturing

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

Production • Manufacturing

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

Production • Manufacturing

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

Production • Manufacturing

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

Production • Manufacturing

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

Production • Manufacturing

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

Production • Manufacturing

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

Production • Manufacturing

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

Production • Manufacturing

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

Production • Manufacturing

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

Production • Manufacturing

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

Production • Manufacturing

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

Production • Manufacturing

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

Production • Manufacturing

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

Production • Manufacturing

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

Production • Manufacturing

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

Production • Manufacturing

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

Production • Manufacturing

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

Production • Manufacturing

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

Production • Manufacturing

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

Production • Manufacturing

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

Production • Manufacturing

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 Engineering • Manufacturing

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

Production • Manufacturing

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

Production • Manufacturing

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 Repair • Manufacturing

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 Repair • Manufacturing

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 Engineering • Manufacturing

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 Engineering • Manufacturing

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 Repair • Manufacturing

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 Engineering • Manufacturing

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

Production • Manufacturing

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 Engineering • Manufacturing

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 Repair • Manufacturing

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 Repair • Manufacturing

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 Repair • Manufacturing

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 Repair • Manufacturing

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 Repair • Manufacturing

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 Engineering • Manufacturing

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

Production • Manufacturing

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 Engineering • Manufacturing

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 Repair • Manufacturing

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 Repair • Manufacturing

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 Repair • Manufacturing

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 Engineering • Manufacturing

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 Engineering • Manufacturing

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 Repair • Manufacturing

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 Repair • Manufacturing

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 Engineering • Manufacturing

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 Repair • Manufacturing

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