Category Ranking

Production

Ranking for category: Production.

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 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

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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Sewing Machine Operators tooling scene#3High 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
Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic coordination scene#4Medium confidenceCoordinationDA
Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic

ProductionManufacturing

A large share of Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic tasks are currently automatable in Paper Bag and Coated and Treated Paper Manufacturing.

Exposure benchmark: 90% • SOC 51-4032.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Etchers and Engravers insight scene#5High 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
Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic tooling scene#6Medium confidenceToolingMM
Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic

ProductionManufacturing

A large share of Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic tasks are currently automatable in Asphalt Paving Mixture and Block Manufacturing.

Exposure benchmark: 90% • SOC 51-4081.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Chemical Equipment Operators and Tenders tooling scene#7High confidenceToolingCE
Chemical Equipment Operators and Tenders

ProductionManufacturing

A large share of Chemical Equipment Operators and Tenders tasks are currently automatable in Ready-Mix Concrete Manufacturing.

Exposure benchmark: 89% • SOC 51-9011.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Foundry Mold and Coremakers tooling scene#8Medium 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Pressers, Textile, Garment, and Related Materials analysis scene#9Low 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders analysis scene#10High 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Shoe and Leather Workers and Repairers systems scene#11Medium 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Slaughterers and Meat Packers insight scene#12High 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders planning scene#13High 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic coordination scene#14Medium confidenceCoordinationMA
Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic

ProductionManufacturing

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
Shoe Machine Operators and Tenders operations scene#15Medium 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
Engine and Other Machine Assemblers workflow scene#16High 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Food Cooking Machine Operators and Tenders analysis scene#17High 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Photographic Process Workers and Processing Machine Operators productivity scene#18High 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
Upholsterers systems scene#19Medium 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Cooling and Freezing Equipment Operators and Tenders operations scene#20High 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Coil Winders, Tapers, and Finishers coordination scene#21High confidenceCoordinationCW
Coil Winders, Tapers, and Finishers

ProductionManufacturing

A large share of Coil Winders, Tapers, and Finishers tasks are currently automatable in Hardwood Veneer and Plywood Manufacturing.

Exposure benchmark: 85% • SOC 51-2021.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Paper Goods Machine Setters, Operators, and Tenders workflow scene#22High 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#23High 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
Textile Knitting and Weaving Machine Setters, Operators, and Tenders systems scene#24Low 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Welders, Cutters, Solderers, and Brazers analysis scene#25High confidenceAnalysisWC
Welders, Cutters, Solderers, and Brazers

ProductionManufacturing

A large share of Welders, Cutters, Solderers, and Brazers tasks are currently automatable in Wood Preservation.

Exposure benchmark: 84% • SOC 51-4121.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Electrical and Electronic Equipment Assemblers planning scene#26High 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Fiberglass Laminators and Fabricators planning scene#27Medium 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
Helpers--Production Workers workflow scene#28High confidenceWorkflowHW
Helpers--Production Workers

ProductionManufacturing

A large share of Helpers--Production Workers tasks are currently automatable in Stationery Product Manufacturing.

Exposure benchmark: 83% • SOC 51-9198.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Layout Workers, Metal and Plastic operations scene#29High 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
Painting, Coating, and Decorating Workers planning scene#30Medium 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Sewers, Hand tooling scene#31Medium 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Adhesive Bonding Machine Operators and Tenders execution scene#32High 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic analysis scene#33High confidenceAnalysisHT
Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic

ProductionManufacturing

A large share of Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic tasks are currently automatable in Flat Glass Manufacturing.

Exposure benchmark: 82% • SOC 51-4191.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Plating Machine Setters, Operators, and Tenders, Metal and Plastic analysis scene#34High 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Power Plant Operators operations scene#35Medium 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Semiconductor Processing Technicians productivity scene#36High 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Biomass Plant Technicians tooling scene#37Low 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Cutting and Slicing Machine Setters, Operators, and Tenders systems scene#38High confidenceSystemsCA
Cutting and Slicing Machine Setters, Operators, and Tenders

ProductionManufacturing

A large share of Cutting and Slicing Machine Setters, Operators, and Tenders tasks are currently automatable in Concrete Pipe Manufacturing.

Exposure benchmark: 81% • SOC 51-9032.00

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#39High confidenceExecutionTW
Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders

ProductionManufacturing

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
Forging Machine Setters, Operators, and Tenders, Metal and Plastic operations scene#40Medium confidenceOperationsFM
Forging Machine Setters, Operators, and Tenders, Metal and Plastic

ProductionManufacturing

A large share of Forging Machine Setters, Operators, and Tenders, Metal and Plastic tasks are currently automatable in Paper Bag and Coated and Treated Paper Manufacturing.

Exposure benchmark: 80% • SOC 51-4022.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Grinding and Polishing Workers, Hand workflow scene#41High 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Team Assemblers productivity scene#42High 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Computer Numerically Controlled Tool Operators productivity scene#43High 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Cutters and Trimmers, Hand insight scene#44Medium 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#45Medium 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
Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers workflow scene#46High confidenceWorkflowEA
Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers

ProductionManufacturing

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
Metal Workers and Plastic Workers, All Other execution scene#47Low confidenceExecutionMW
Metal Workers and Plastic Workers, All Other

ProductionManufacturing

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

Exposure benchmark: 79% • SOC 51-4199.00

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#48Medium 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
Tool Grinders, Filers, and Sharpeners systems scene#49Medium confidenceSystemsTG
Tool Grinders, Filers, and Sharpeners

ProductionManufacturing

Tool Grinders, Filers, and Sharpeners shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 79% • SOC 51-4194.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Dental Laboratory Technicians planning scene#50Low 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Rolling Machine Setters, Operators, and Tenders, Metal and Plastic insight scene#51High confidenceInsightRM
Rolling Machine Setters, Operators, and Tenders, Metal and Plastic

ProductionManufacturing

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

Exposure benchmark: 78% • SOC 51-4023.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Stone Cutters and Carvers, Manufacturing productivity scene#52Low confidenceProductivitySC
Stone Cutters and Carvers, Manufacturing

ProductionManufacturing

Stone Cutters and Carvers, Manufacturing shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 78% • SOC 51-9195.03

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#53High 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
Ophthalmic Laboratory Technicians systems scene#54High confidenceSystemsOL
Ophthalmic Laboratory Technicians

ProductionManufacturing

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

Exposure benchmark: 77% • SOC 51-9083.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Butchers and Meat Cutters insight scene#55Medium 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
Glass Blowers, Molders, Benders, and Finishers coordination scene#56Low 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic systems scene#57High confidenceSystemsGL
Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic

ProductionManufacturing

Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 76% • SOC 51-4033.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Patternmakers, Metal and Plastic analysis scene#58Medium 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
Tailors, Dressmakers, and Custom Sewers operations scene#59Low confidenceOperationsTD
Tailors, Dressmakers, and Custom Sewers

ProductionManufacturing

Tailors, Dressmakers, and Custom Sewers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 76% • SOC 51-6052.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Electromechanical Equipment Assemblers operations scene#60High 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
Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic analysis scene#61High confidenceAnalysisEA
Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic

ProductionManufacturing

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#62Medium 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Cabinetmakers and Bench Carpenters execution scene#63High 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic planning scene#64High 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
Patternmakers, Wood workflow scene#65Medium 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Water and Wastewater Treatment Plant and System Operators planning scene#66High 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
Woodworkers, All Other productivity scene#67Low 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Aircraft Structure, Surfaces, Rigging, and Systems Assemblers productivity scene#68High 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Assemblers and Fabricators, All Other workflow scene#69Low 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders analysis scene#70High 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
Inspectors, Testers, Sorters, Samplers, and Weighers workflow scene#71High 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Medical Appliance Technicians productivity scene#72High 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Mixing and Blending Machine Setters, Operators, and Tenders execution scene#73Medium 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
Plant and System Operators, All Other systems scene#74Low 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders execution scene#75High 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Petroleum Pump System Operators, Refinery Operators, and Gaugers systems scene#77High 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
Printing Press Operators tooling scene#78High confidenceToolingPP
Printing Press Operators

ProductionManufacturing

Printing Press Operators shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 72% • SOC 51-5112.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Tire Builders insight scene#79Low 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders tooling scene#80Medium 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Fabric and Apparel Patternmakers planning scene#81Medium 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
First-Line Supervisors of Production and Operating Workers workflow scene#82High confidenceWorkflowFS
First-Line Supervisors of Production and Operating Workers

ProductionManufacturing

First-Line Supervisors of Production and Operating Workers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 71% • SOC 51-1011.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Food Processing Workers, All Other systems scene#83Low 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Molders, Shapers, and Casters, Except Metal and Plastic coordination scene#84High 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
Prepress Technicians and Workers analysis scene#85High 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Sawing Machine Setters, Operators, and Tenders, Wood analysis scene#86Medium 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
Coating, Painting, and Spraying Machine Setters, Operators, and Tenders workflow scene#87High 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Food Batchmakers workflow scene#88High confidenceWorkflowFB
Food Batchmakers

ProductionManufacturing

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

Exposure benchmark: 70% • SOC 51-3092.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Gas Plant Operators planning scene#89Medium 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Metal-Refining Furnace Operators and Tenders insight scene#90High 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Production Workers, All Other planning scene#91Low 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 RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Bakers analysis scene#92Medium confidenceAnalysisB
Bakers

ProductionManufacturing

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

Exposure benchmark: 69% • SOC 51-3011.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Biofuels Processing Technicians systems scene#93High confidenceSystemsBP
Biofuels Processing Technicians

ProductionManufacturing

Biofuels Processing Technicians shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 69% • SOC 51-8099.01

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Chemical Plant and System Operators systems scene#94Low 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
Furniture Finishers analysis scene#95Medium confidenceAnalysisFF
Furniture Finishers

ProductionManufacturing

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

Exposure benchmark: 68% • SOC 51-7021.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Model Makers, Metal and Plastic workflow scene#96High confidenceWorkflowMM
Model Makers, Metal and Plastic

ProductionManufacturing

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

Exposure benchmark: 68% • SOC 51-4061.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Textile Bleaching and Dyeing Machine Operators and Tenders analysis scene#97Medium confidenceAnalysisTB
Textile Bleaching and Dyeing Machine Operators and Tenders

ProductionManufacturing

Textile Bleaching and Dyeing Machine Operators and Tenders shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 68% • SOC 51-6061.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Timing Device Assemblers and Adjusters systems scene#98High 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
Print Binding and Finishing Workers tooling scene#99Medium confidenceToolingPB
Print Binding and Finishing Workers

ProductionManufacturing

Print Binding and Finishing Workers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 67% • SOC 51-5113.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Structural Metal Fabricators and Fitters workflow scene#100Low confidenceWorkflowSM
Structural Metal Fabricators and Fitters

ProductionManufacturing

Structural Metal Fabricators and Fitters shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 67% • SOC 51-2041.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Textile Cutting Machine Setters, Operators, and Tenders workflow scene#101Low confidenceWorkflowTC
Textile Cutting Machine Setters, Operators, and Tenders

ProductionManufacturing

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

Exposure benchmark: 67% • SOC 51-6062.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Potters, Manufacturing workflow scene#102High confidenceWorkflowPM
Potters, Manufacturing

ProductionManufacturing

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

Exposure benchmark: 66% • SOC 51-9195.05

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Woodworking Machine Setters, Operators, and Tenders, Except Sawing systems scene#103High confidenceSystemsWM
Woodworking Machine Setters, Operators, and Tenders, Except Sawing

ProductionManufacturing

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

Exposure benchmark: 66% • SOC 51-7042.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Gem and Diamond Workers tooling scene#104Medium confidenceToolingGA
Gem and Diamond Workers

ProductionManufacturing

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

Exposure benchmark: 65% • SOC 51-9071.06

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Model Makers, Wood workflow scene#105Medium confidenceWorkflowMM
Model Makers, Wood

ProductionManufacturing

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

Exposure benchmark: 65% • SOC 51-7031.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Nuclear Power Reactor Operators insight scene#106High confidenceInsightNP
Nuclear Power Reactor Operators

ProductionManufacturing

Nuclear Power Reactor Operators shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 65% • SOC 51-8011.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Power Distributors and Dispatchers productivity scene#107Low confidenceProductivityPD
Power Distributors and Dispatchers

ProductionManufacturing

Power Distributors and Dispatchers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 65% • SOC 51-8012.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Jewelers and Precious Stone and Metal Workers operations scene#108Medium 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
Tool and Die Makers execution scene#109High confidenceExecutionTA
Tool and Die Makers

ProductionManufacturing

Tool and Die Makers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 62% • SOC 51-4111.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Textile, Apparel, and Furnishings Workers, All Other productivity scene#110Low confidenceProductivityTA
Textile, Apparel, and Furnishings Workers, All Other

ProductionManufacturing

Textile, Apparel, and Furnishings Workers, All Other shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 61% • SOC 51-6099.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Hydroelectric Plant Technicians execution scene#111High confidenceExecutionHP
Hydroelectric Plant Technicians

ProductionManufacturing

Hydroelectric Plant Technicians shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 60% • SOC 51-8013.04

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Machinists insight scene#112High confidenceInsightM
Machinists

ProductionManufacturing

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

Exposure benchmark: 60% • SOC 51-4041.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Stationary Engineers and Boiler Operators productivity scene#113High 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
Computer Numerically Controlled Tool Programmers workflow scene#114High confidenceWorkflowCN
Computer Numerically Controlled Tool Programmers

ProductionManufacturing

Computer Numerically Controlled Tool Programmers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 56% • SOC 51-9162.00

Production automationQuality analyticsWorkflow orchestration
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance