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

Open sector ranking

Accommodation and Food Services (72)

20 roles • 76% avg exposure

Highest: Food Servers, Nonrestaurant

Lowest: Food Preparation and Serving Related Workers, All Other

Open sector ranking

Manufacturing (32)

25 roles • 76% avg exposure

Highest: Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic

Lowest: Machinists

Open sector ranking

Agriculture, Forestry, Fishing and Hunting (11)

14 roles • 74% avg exposure

Highest: Agricultural Equipment Operators

Lowest: Logging Workers, All Other

Open sector ranking

Retail Trade (45)

4 roles • 73% avg exposure

Highest: Parts Salespersons

Lowest: Advertising Sales Agents

Open sector ranking

Transportation and Warehousing (48)

40 roles • 67% avg exposure

Highest: Bus Drivers, School

Lowest: Control and Valve Installers and Repairers, Except Mechanical Door

Open sector ranking

Other Services (except Public Administration) (81)

20 roles • 65% avg exposure

Highest: Maids and Housekeeping Cleaners

Lowest: Recreation Workers

Open sector ranking

Transportation and Warehousing (49)

8 roles • 62% avg exposure

Highest: Automotive and Watercraft Service Attendants

Lowest: Musical Instrument Repairers and Tuners

Open sector ranking

Utilities (22)

15 roles • 61% avg exposure

Highest: Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons

Lowest: Civil Engineers

Open sector ranking

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

22 roles • 60% avg exposure

Highest: Floor Sanders and Finishers

Lowest: Solar Thermal Installers and Technicians

Open sector ranking

Real Estate and Rental and Leasing (53)

17 roles • 60% avg exposure

Highest: Dispatchers, Except Police, Fire, and Ambulance

Lowest: Quality Control Systems Managers

Open sector ranking

Construction (23)

41 roles • 59% avg exposure

Highest: Paving, Surfacing, and Tamping Equipment Operators

Lowest: Environmental Engineering Technologists and Technicians

Open sector ranking

Manufacturing (31)

85 roles • 59% avg exposure

Highest: Sewing Machine Operators

Lowest: Solar Energy Systems Engineers

Open sector ranking

Retail Trade (44)

3 roles • 59% avg exposure

Highest: Sales and Related Workers, All Other

Lowest: Insurance Sales Agents

Open sector ranking

Wholesale Trade (42)

12 roles • 59% avg exposure

Highest: Gambling Change Persons and Booth Cashiers

Lowest: Sales Engineers

Open sector ranking

Arts, Entertainment, and Recreation (71)

20 roles • 56% avg exposure

Highest: Manicurists and Pedicurists

Lowest: Set and Exhibit Designers

Open sector ranking

Administrative and Support and Waste Management and Remediation Services (56)

61 roles • 55% avg exposure

Highest: Landscaping and Groundskeeping Workers

Lowest: Chief Executives

Open sector ranking

Finance and Insurance (52)

56 roles • 55% avg exposure

Highest: Order Clerks

Lowest: Architectural and Engineering Managers

Open sector ranking

Information (51)

18 roles • 52% avg exposure

Highest: Designers, All Other

Lowest: News Analysts, Reporters, and Journalists

Open sector ranking

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

Open sector ranking

Management of Companies and Enterprises (55)

4 roles • 47% avg exposure

Highest: Tax Preparers

Lowest: Purchasing Managers

Open sector ranking

Health Care and Social Assistance (62)

151 roles • 41% avg exposure

Highest: Amusement and Recreation Attendants

Lowest: Nurse Anesthetists

Open sector ranking

Public Administration (92)

85 roles • 41% avg exposure

Highest: First-Line Supervisors of Police and Detectives

Lowest: Mental Health Counselors

Open sector ranking

Educational Services (61)

45 roles • 34% avg exposure

Highest: Career/Technical Education Teachers, Postsecondary

Lowest: Archivists

Open sector ranking

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

ProductionManufacturing

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 Risk95%
Exposure95%
Task avg92%
Human reliance5%
Open role profile
Meat, Poultry, and Fish Cutters and Trimmers productivity scene#2Medium confidenceProductivityMP
Meat, Poultry, and Fish Cutters and Trimmers

ProductionManufacturing

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 Risk95%
Exposure95%
Task avg92%
Human reliance5%
Open role profile
Foundry Mold and Coremakers tooling scene#3Medium confidenceToolingFM
Foundry Mold and Coremakers

ProductionManufacturing

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 Risk89%
Exposure89%
Task avg88%
Human reliance11%
Open role profile
Pressers, Textile, Garment, and Related Materials analysis scene#4Low confidenceAnalysisPT
Pressers, Textile, Garment, and Related Materials

ProductionManufacturing

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 Risk89%
Exposure89%
Task avg88%
Human reliance11%
Open role profile
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

ProductionManufacturing

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 Risk89%
Exposure89%
Task avg88%
Human reliance11%
Open role profile
Shoe and Leather Workers and Repairers systems scene#6Medium confidenceSystemsSA
Shoe and Leather Workers and Repairers

ProductionManufacturing

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 Risk89%
Exposure89%
Task avg88%
Human reliance11%
Open role profile
Slaughterers and Meat Packers insight scene#7High confidenceInsightSA
Slaughterers and Meat Packers

ProductionManufacturing

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 Risk89%
Exposure89%
Task avg88%
Human reliance11%
Open role profile
Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders planning scene#8High confidencePlanningWS
Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders

ProductionManufacturing

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 Risk89%
Exposure89%
Task avg88%
Human reliance11%
Open role profile
Engine and Other Machine Assemblers workflow scene#10High confidenceWorkflowEA
Engine and Other Machine Assemblers

ProductionManufacturing

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 Risk87%
Exposure87%
Task avg87%
Human reliance13%
Open role profile
Food Cooking Machine Operators and Tenders analysis scene#11High confidenceAnalysisFC
Food Cooking Machine Operators and Tenders

ProductionManufacturing

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 Risk87%
Exposure87%
Task avg87%
Human reliance13%
Open role profile
Upholsterers systems scene#12Medium confidenceSystemsU
Upholsterers

ProductionManufacturing

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 Risk87%
Exposure87%
Task avg87%
Human reliance13%
Open role profile
Cooling and Freezing Equipment Operators and Tenders operations scene#13High confidenceOperationsCA
Cooling and Freezing Equipment Operators and Tenders

ProductionManufacturing

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 Risk86%
Exposure86%
Task avg86%
Human reliance14%
Open role profile
Textile Knitting and Weaving Machine Setters, Operators, and Tenders systems scene#14Low confidenceSystemsTK
Textile Knitting and Weaving Machine Setters, Operators, and Tenders

ProductionManufacturing

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 Risk84%
Exposure84%
Task avg85%
Human reliance16%
Open role profile
Electrical and Electronic Equipment Assemblers planning scene#15High confidencePlanningEA
Electrical and Electronic Equipment Assemblers

ProductionManufacturing

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 Risk83%
Exposure83%
Task avg84%
Human reliance17%
Open role profile
Painting, Coating, and Decorating Workers planning scene#16Medium confidencePlanningPC
Painting, Coating, and Decorating Workers

ProductionManufacturing

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 Risk83%
Exposure83%
Task avg84%
Human reliance17%
Open role profile
Sewers, Hand tooling scene#17Medium confidenceToolingSH
Sewers, Hand

ProductionManufacturing

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 Risk83%
Exposure83%
Task avg84%
Human reliance17%
Open role profile
Adhesive Bonding Machine Operators and Tenders execution scene#18High confidenceExecutionAB
Adhesive Bonding Machine Operators and Tenders

ProductionManufacturing

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 Risk82%
Exposure82%
Task avg83%
Human reliance18%
Open role profile
Plating Machine Setters, Operators, and Tenders, Metal and Plastic analysis scene#19High confidenceAnalysisPM
Plating Machine Setters, Operators, and Tenders, Metal and Plastic

ProductionManufacturing

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 Risk82%
Exposure82%
Task avg83%
Human reliance18%
Open role profile
Power Plant Operators operations scene#20Medium confidenceOperationsPP
Power Plant Operators

ProductionManufacturing

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 Risk82%
Exposure82%
Task avg83%
Human reliance18%
Open role profile
Semiconductor Processing Technicians productivity scene#21High confidenceProductivitySP
Semiconductor Processing Technicians

ProductionManufacturing

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 Risk82%
Exposure82%
Task avg83%
Human reliance18%
Open role profile
Biomass Plant Technicians tooling scene#22Low confidenceToolingBP
Biomass Plant Technicians

ProductionManufacturing

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 Risk81%
Exposure81%
Task avg82%
Human reliance19%
Open role profile
Grinding and Polishing Workers, Hand workflow scene#24High confidenceWorkflowGA
Grinding and Polishing Workers, Hand

ProductionManufacturing

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 Risk80%
Exposure80%
Task avg81%
Human reliance20%
Open role profile
Team Assemblers productivity scene#25High confidenceProductivityTA
Team Assemblers

ProductionManufacturing

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 Risk80%
Exposure80%
Task avg81%
Human reliance20%
Open role profile
Computer Numerically Controlled Tool Operators productivity scene#26High confidenceProductivityCN
Computer Numerically Controlled Tool Operators

ProductionManufacturing

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 Risk79%
Exposure79%
Task avg80%
Human reliance21%
Open role profile
Dental Laboratory Technicians planning scene#28Low confidencePlanningDL
Dental Laboratory Technicians

ProductionManufacturing

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 Risk78%
Exposure78%
Task avg79%
Human reliance22%
Open role profile
Glass Blowers, Molders, Benders, and Finishers coordination scene#29Low confidenceCoordinationGB
Glass Blowers, Molders, Benders, and Finishers

ProductionManufacturing

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 Risk76%
Exposure76%
Task avg77%
Human reliance24%
Open role profile
Pourers and Casters, Metal execution scene#31Medium confidenceExecutionPA
Pourers and Casters, Metal

ProductionManufacturing

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 Risk75%
Exposure75%
Task avg76%
Human reliance25%
Open role profile
Cabinetmakers and Bench Carpenters execution scene#32High confidenceExecutionCA
Cabinetmakers and Bench Carpenters

ProductionManufacturing

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 Risk74%
Exposure74%
Task avg75%
Human reliance26%
Open role profile
Patternmakers, Wood workflow scene#33Medium confidenceWorkflowPW
Patternmakers, Wood

ProductionManufacturing

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 Risk74%
Exposure74%
Task avg75%
Human reliance26%
Open role profile
Woodworkers, All Other productivity scene#34Low confidenceProductivityWA
Woodworkers, All Other

ProductionManufacturing

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 Risk74%
Exposure74%
Task avg75%
Human reliance26%
Open role profile
Aircraft Structure, Surfaces, Rigging, and Systems Assemblers productivity scene#35High confidenceProductivityAS
Aircraft Structure, Surfaces, Rigging, and Systems Assemblers

ProductionManufacturing

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 Risk73%
Exposure73%
Task avg74%
Human reliance27%
Open role profile
Assemblers and Fabricators, All Other workflow scene#36Low confidenceWorkflowAA
Assemblers and Fabricators, All Other

ProductionManufacturing

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 Risk73%
Exposure73%
Task avg74%
Human reliance27%
Open role profile
Inspectors, Testers, Sorters, Samplers, and Weighers workflow scene#37High confidenceWorkflowIT
Inspectors, Testers, Sorters, Samplers, and Weighers

ProductionManufacturing

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 Risk73%
Exposure73%
Task avg74%
Human reliance27%
Open role profile
Medical Appliance Technicians productivity scene#38High confidenceProductivityMA
Medical Appliance Technicians

ProductionManufacturing

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 Risk73%
Exposure73%
Task avg74%
Human reliance27%
Open role profile
Plant and System Operators, All Other systems scene#39Low confidenceSystemsPA
Plant and System Operators, All Other

ProductionManufacturing

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 Risk73%
Exposure73%
Task avg74%
Human reliance27%
Open role profile
Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders execution scene#40High confidenceExecutionCW
Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders

ProductionManufacturing

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 Risk72%
Exposure72%
Task avg73%
Human reliance28%
Open role profile
Tire Builders insight scene#42Low confidenceInsightTB
Tire Builders

ProductionManufacturing

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 Risk72%
Exposure72%
Task avg73%
Human reliance28%
Open role profile
Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders tooling scene#43Medium confidenceToolingCG
Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders

ProductionManufacturing

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 Risk71%
Exposure71%
Task avg72%
Human reliance29%
Open role profile
Fabric and Apparel Patternmakers planning scene#44Medium confidencePlanningFA
Fabric and Apparel Patternmakers

ProductionManufacturing

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 Risk71%
Exposure71%
Task avg72%
Human reliance29%
Open role profile
Food Processing Workers, All Other systems scene#45Low confidenceSystemsFP
Food Processing Workers, All Other

ProductionManufacturing

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 Risk71%
Exposure71%
Task avg72%
Human reliance29%
Open role profile
Prepress Technicians and Workers analysis scene#46High confidenceAnalysisPT
Prepress Technicians and Workers

ProductionManufacturing

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 Risk71%
Exposure71%
Task avg72%
Human reliance29%
Open role profile
Coating, Painting, and Spraying Machine Setters, Operators, and Tenders workflow scene#47High confidenceWorkflowCP
Coating, Painting, and Spraying Machine Setters, Operators, and Tenders

ProductionManufacturing

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 Risk70%
Exposure70%
Task avg71%
Human reliance30%
Open role profile
Gas Plant Operators planning scene#48Medium confidencePlanningGP
Gas Plant Operators

ProductionManufacturing

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 Risk70%
Exposure70%
Task avg71%
Human reliance30%
Open role profile
Metal-Refining Furnace Operators and Tenders insight scene#49High confidenceInsightMF
Metal-Refining Furnace Operators and Tenders

ProductionManufacturing

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 Risk70%
Exposure70%
Task avg71%
Human reliance30%
Open role profile
Production Workers, All Other planning scene#50Low confidencePlanningPW
Production Workers, All Other

ProductionManufacturing

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 Risk70%
Exposure70%
Task avg71%
Human reliance30%
Open role profile
Rankings by industry - replaced.fyi