Ranking

By industry

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

24 sectors indexed. Showing role-level rankings for Manufacturing (33).

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

Manufacturing (33)

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

Laundry and Dry-Cleaning Workers workflow scene#1High confidenceWorkflowLA
Laundry and Dry-Cleaning Workers

Production • Manufacturing

A large share of Laundry and Dry-Cleaning Workers tasks are currently automatable in Plumbing Fixture Fitting and Trim Manufacturing.

Exposure benchmark: 95% • SOC 51-6011.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Meat, Poultry, and Fish Cutters and Trimmers productivity scene#2Medium confidenceProductivityMP
Meat, Poultry, and Fish Cutters and Trimmers

Production • Manufacturing

A large share of Meat, Poultry, and Fish Cutters and Trimmers tasks are currently automatable in Small Arms Ammunition Manufacturing.

Exposure benchmark: 95% • SOC 51-3022.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Foundry Mold and Coremakers tooling scene#3Medium confidenceToolingFM
Foundry Mold and Coremakers

Production • Manufacturing

A large share of Foundry Mold and Coremakers tasks are currently automatable in Steel Investment Foundries.

Exposure benchmark: 89% • SOC 51-4071.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Pressers, Textile, Garment, and Related Materials analysis scene#4Low confidenceAnalysisPT
Pressers, Textile, Garment, and Related Materials

Production • Manufacturing

A large share of Pressers, Textile, Garment, and Related Materials tasks are currently automatable in Search, Detection, Navigation, Guidance, Aeronautical, and Nautical System and Instrument Manufacturing.

Exposure benchmark: 89% • SOC 51-6021.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders analysis scene#5High confidenceAnalysisSF
Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders

Production • Manufacturing

A large share of Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders tasks are currently automatable in Fluid Power Valve and Hose Fitting Manufacturing.

Exposure benchmark: 89% • SOC 51-9012.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Shoe and Leather Workers and Repairers systems scene#6Medium confidenceSystemsSA
Shoe and Leather Workers and Repairers

Production • Manufacturing

A large share of Shoe and Leather Workers and Repairers tasks are currently automatable in Iron and Steel Forging.

Exposure benchmark: 89% • SOC 51-6041.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Slaughterers and Meat Packers insight scene#7High confidenceInsightSA
Slaughterers and Meat Packers

Production • Manufacturing

A large share of Slaughterers and Meat Packers tasks are currently automatable in Wood Kitchen Cabinet and Countertop Manufacturing.

Exposure benchmark: 89% • SOC 51-3023.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders planning scene#8High confidencePlanningWS
Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders

Production • Manufacturing

A large share of Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders tasks are currently automatable in Steel Foundries (except Investment).

Exposure benchmark: 89% • SOC 51-4122.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic coordination scene#9Medium confidenceCoordinationMA
Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic

Production • Manufacturing

A large share of Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic tasks are currently automatable in Custom Roll Forming.

Exposure benchmark: 88% • SOC 51-4035.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Engine and Other Machine Assemblers workflow scene#10High confidenceWorkflowEA
Engine and Other Machine Assemblers

Production • Manufacturing

A large share of Engine and Other Machine Assemblers tasks are currently automatable in Small Arms Ammunition Manufacturing.

Exposure benchmark: 87% • SOC 51-2031.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Food Cooking Machine Operators and Tenders analysis scene#11High confidenceAnalysisFC
Food Cooking Machine Operators and Tenders

Production • Manufacturing

A large share of Food Cooking Machine Operators and Tenders tasks are currently automatable in Other Engine Equipment Manufacturing.

Exposure benchmark: 87% • SOC 51-3093.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Upholsterers systems scene#12Medium confidenceSystemsU
Upholsterers

Production • Manufacturing

A large share of Upholsterers tasks are currently automatable in Computer Storage Device Manufacturing.

Exposure benchmark: 87% • SOC 51-6093.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Cooling and Freezing Equipment Operators and Tenders operations scene#13High confidenceOperationsCA
Cooling and Freezing Equipment Operators and Tenders

Production • Manufacturing

A large share of Cooling and Freezing Equipment Operators and Tenders tasks are currently automatable in Motor Vehicle Gasoline Engine and Engine Parts Manufacturing.

Exposure benchmark: 86% • SOC 51-9193.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Textile Knitting and Weaving Machine Setters, Operators, and Tenders systems scene#14Low confidenceSystemsTK
Textile Knitting and Weaving Machine Setters, Operators, and Tenders

Production • Manufacturing

A large share of Textile Knitting and Weaving Machine Setters, Operators, and Tenders tasks are currently automatable in Cutting Tool and Machine Tool Accessory Manufacturing.

Exposure benchmark: 84% • SOC 51-6063.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Electrical and Electronic Equipment Assemblers planning scene#15High confidencePlanningEA
Electrical and Electronic Equipment Assemblers

Production • Manufacturing

A large share of Electrical and Electronic Equipment Assemblers tasks are currently automatable in Travel Trailer and Camper Manufacturing.

Exposure benchmark: 83% • SOC 51-2022.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Painting, Coating, and Decorating Workers planning scene#16Medium confidencePlanningPC
Painting, Coating, and Decorating Workers

Production • Manufacturing

A large share of Painting, Coating, and Decorating Workers tasks are currently automatable in Upholstered Household Furniture Manufacturing.

Exposure benchmark: 83% • SOC 51-9123.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Sewers, Hand tooling scene#17Medium confidenceToolingSH
Sewers, Hand

Production • Manufacturing

A large share of Sewers, Hand tasks are currently automatable in Copper Rolling, Drawing, Extruding, and Alloying.

Exposure benchmark: 83% • SOC 51-6051.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Adhesive Bonding Machine Operators and Tenders execution scene#18High confidenceExecutionAB
Adhesive Bonding Machine Operators and Tenders

Production • Manufacturing

A large share of Adhesive Bonding Machine Operators and Tenders tasks are currently automatable in Electronic Connector Manufacturing.

Exposure benchmark: 82% • SOC 51-9191.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Plating Machine Setters, Operators, and Tenders, Metal and Plastic analysis scene#19High confidenceAnalysisPM
Plating Machine Setters, Operators, and Tenders, Metal and Plastic

Production • Manufacturing

A large share of Plating Machine Setters, Operators, and Tenders, Metal and Plastic tasks are currently automatable in Automobile and Light Duty Motor Vehicle Manufacturing.

Exposure benchmark: 82% • SOC 51-4193.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Power Plant Operators operations scene#20Medium confidenceOperationsPP
Power Plant Operators

Production • Manufacturing

A large share of Power Plant Operators tasks are currently automatable in Fluid Power Cylinder and Actuator Manufacturing.

Exposure benchmark: 82% • SOC 51-8013.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Semiconductor Processing Technicians productivity scene#21High confidenceProductivitySP
Semiconductor Processing Technicians

Production • Manufacturing

A large share of Semiconductor Processing Technicians tasks are currently automatable in Doll, Toy, and Game Manufacturing.

Exposure benchmark: 82% • SOC 51-9141.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Biomass Plant Technicians tooling scene#22Low confidenceToolingBP
Biomass Plant Technicians

Production • Manufacturing

A large share of Biomass Plant Technicians tasks are currently automatable in Other Communications Equipment Manufacturing.

Exposure benchmark: 81% • SOC 51-8013.03

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders execution scene#23High confidenceExecutionTW
Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders

Production • Manufacturing

A large share of Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders tasks are currently automatable in Packaging Machinery Manufacturing.

Exposure benchmark: 81% • SOC 51-6064.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Grinding and Polishing Workers, Hand workflow scene#24High confidenceWorkflowGA
Grinding and Polishing Workers, Hand

Production • Manufacturing

A large share of Grinding and Polishing Workers, Hand tasks are currently automatable in Electromedical and Electrotherapeutic Apparatus Manufacturing.

Exposure benchmark: 80% • SOC 51-9022.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Team Assemblers productivity scene#25High confidenceProductivityTA
Team Assemblers

Production • Manufacturing

A large share of Team Assemblers tasks are currently automatable in Aircraft Engine and Engine Parts Manufacturing.

Exposure benchmark: 80% • SOC 51-2092.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Computer Numerically Controlled Tool Operators productivity scene#26High confidenceProductivityCN
Computer Numerically Controlled Tool Operators

Production • Manufacturing

Computer Numerically Controlled Tool Operators shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 79% • SOC 51-9161.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers workflow scene#27High confidenceWorkflowEA
Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers

Production • Manufacturing

Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 79% • SOC 51-6091.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Dental Laboratory Technicians planning scene#28Low confidencePlanningDL
Dental Laboratory Technicians

Production • Manufacturing

Dental Laboratory Technicians shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 78% • SOC 51-9081.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Glass Blowers, Molders, Benders, and Finishers coordination scene#29Low confidenceCoordinationGB
Glass Blowers, Molders, Benders, and Finishers

Production • Manufacturing

Glass Blowers, Molders, Benders, and Finishers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 76% • SOC 51-9195.04

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic analysis scene#30High confidenceAnalysisEA
Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic

Production • Manufacturing

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

Exposure benchmark: 75% • SOC 51-4021.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Pourers and Casters, Metal execution scene#31Medium confidenceExecutionPA
Pourers and Casters, Metal

Production • Manufacturing

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

Exposure benchmark: 75% • SOC 51-4052.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Cabinetmakers and Bench Carpenters execution scene#32High confidenceExecutionCA
Cabinetmakers and Bench Carpenters

Production • Manufacturing

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

Exposure benchmark: 74% • SOC 51-7011.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Patternmakers, Wood workflow scene#33Medium confidenceWorkflowPW
Patternmakers, Wood

Production • Manufacturing

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

Exposure benchmark: 74% • SOC 51-7032.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Woodworkers, All Other productivity scene#34Low confidenceProductivityWA
Woodworkers, All Other

Production • Manufacturing

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

Exposure benchmark: 74% • SOC 51-7099.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Aircraft Structure, Surfaces, Rigging, and Systems Assemblers productivity scene#35High confidenceProductivityAS
Aircraft Structure, Surfaces, Rigging, and Systems Assemblers

Production • Manufacturing

Aircraft Structure, Surfaces, Rigging, and Systems Assemblers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 73% • SOC 51-2011.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Assemblers and Fabricators, All Other workflow scene#36Low confidenceWorkflowAA
Assemblers and Fabricators, All Other

Production • Manufacturing

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

Exposure benchmark: 73% • SOC 51-2099.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Inspectors, Testers, Sorters, Samplers, and Weighers workflow scene#37High confidenceWorkflowIT
Inspectors, Testers, Sorters, Samplers, and Weighers

Production • Manufacturing

Inspectors, Testers, Sorters, Samplers, and Weighers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 73% • SOC 51-9061.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Medical Appliance Technicians productivity scene#38High confidenceProductivityMA
Medical Appliance Technicians

Production • Manufacturing

Medical Appliance Technicians shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 73% • SOC 51-9082.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Plant and System Operators, All Other systems scene#39Low confidenceSystemsPA
Plant and System Operators, All Other

Production • Manufacturing

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

Exposure benchmark: 73% • SOC 51-8099.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders execution scene#40High confidenceExecutionCW
Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders

Production • Manufacturing

Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 72% • SOC 51-9192.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Tire Builders insight scene#42Low confidenceInsightTB
Tire Builders

Production • Manufacturing

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

Exposure benchmark: 72% • SOC 51-9197.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders tooling scene#43Medium confidenceToolingCG
Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders

Production • Manufacturing

Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 71% • SOC 51-9021.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Fabric and Apparel Patternmakers planning scene#44Medium confidencePlanningFA
Fabric and Apparel Patternmakers

Production • Manufacturing

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

Exposure benchmark: 71% • SOC 51-6092.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Food Processing Workers, All Other systems scene#45Low confidenceSystemsFP
Food Processing Workers, All Other

Production • Manufacturing

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

Exposure benchmark: 71% • SOC 51-3099.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Prepress Technicians and Workers analysis scene#46High confidenceAnalysisPT
Prepress Technicians and Workers

Production • Manufacturing

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

Exposure benchmark: 71% • SOC 51-5111.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Coating, Painting, and Spraying Machine Setters, Operators, and Tenders workflow scene#47High confidenceWorkflowCP
Coating, Painting, and Spraying Machine Setters, Operators, and Tenders

Production • Manufacturing

Coating, Painting, and Spraying Machine Setters, Operators, and Tenders shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 70% • SOC 51-9124.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Gas Plant Operators planning scene#48Medium confidencePlanningGP
Gas Plant Operators

Production • Manufacturing

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

Exposure benchmark: 70% • SOC 51-8092.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Metal-Refining Furnace Operators and Tenders insight scene#49High confidenceInsightMF
Metal-Refining Furnace Operators and Tenders

Production • Manufacturing

Metal-Refining Furnace Operators and Tenders shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 70% • SOC 51-4051.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Production Workers, All Other planning scene#50Low confidencePlanningPW
Production Workers, All Other

Production • Manufacturing

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

Exposure benchmark: 70% • SOC 51-9199.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Rankings by industry - replaced.fyi