Ranking

By skill

Benchmark automation pressure by skill cluster and inspect each cluster's role ranking.

6 clusters indexed. Showing role-level rankings for Trades and production.

Average exposure by skill cluster

Clusters ranked by average automation exposure.

Average exposure by skill clusterClusters ranked by average automation exposure.0%20%40%60%80%100%Operations and adminOperations and admin: 74% avg exposure74% avg exposureTrades and productionTrades and production: 68% avg exposure68% avg exposureCreative and commercialCreative and commercial: 58% avg exposure58% avg exposurePublic missionPublic mission: 50% avg exposure50% avg exposureKnowledge workKnowledge work: 44% avg exposure44% avg exposureCare and educationCare and education: 41% avg exposure41% avg exposure

Coverage by skill cluster

How many benchmark roles are currently mapped to each skill cluster.

Coverage by skill clusterHow many benchmark roles are currently mapped to each skill cluster.0%20%40%60%80%100%Knowledge workKnowledge work: 280 roles280 rolesTrades and productionTrades and production: 255 roles255 rolesCare and educationCare and education: 236 roles236 rolesOperations and adminOperations and admin: 130 roles130 rolesCreative and commercialCreative and commercial: 68 roles68 rolesPublic missionPublic mission: 47 roles47 roles

Skill clusters

Open a cluster ranking

Each cluster card opens a focused role ranking sorted by exposure benchmark.

Operations and admin

130 roles • 74% avg exposure

Operational execution, customer throughput, and administrative support.

Highest: Freight Forwarders

Lowest: Transportation Workers, All Other

Open cluster ranking

Trades and production

255 roles • 68% avg exposure

Hands-on field, maintenance, construction, and production work.

Highest: Laundry and Dry-Cleaning Workers

Lowest: Solar Thermal Installers and Technicians

Open cluster ranking

Creative and commercial

68 roles • 58% avg exposure

Creative production, audience communication, and revenue-driven roles.

Highest: Door-to-Door Sales Workers, News and Street Vendors, and Related Workers

Lowest: Set and Exhibit Designers

Open cluster ranking

Public mission

47 roles • 50% avg exposure

Protective service and military mission-oriented work.

Highest: Gambling Surveillance Officers and Gambling Investigators

Lowest: Intelligence Analysts

Open cluster ranking

Knowledge work

280 roles • 44% avg exposure

Analysis, planning, legal, and technical specialist work.

Highest: Non-Destructive Testing Specialists

Lowest: Arbitrators, Mediators, and Conciliators

Open cluster ranking

Care and education

236 roles • 41% avg exposure

Teaching, social support, clinical care, and personal services.

Highest: Amusement and Recreation Attendants

Lowest: Nurse Anesthetists

Open cluster ranking

Cluster ranking

Trades and production

Highest automation exposure roles in this skill cluster. 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
Maids and Housekeeping Cleaners systems scene#2High confidenceSystemsMA
Maids and Housekeeping Cleaners

Building and Grounds Cleaning and MaintenanceOther Services (except Public Administration)

A large share of Maids and Housekeeping Cleaners tasks are currently automatable in All Other Personal Services.

Exposure benchmark: 95% • SOC 37-2012.00

Scheduling workflowOperations assistantReporting automation
Overall Risk95%
Exposure95%
Task avg92%
Human reliance5%
Open role profile
Meat, Poultry, and Fish Cutters and Trimmers productivity scene#3Medium 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
Agricultural Equipment Operators systems scene#4High confidenceSystemsAE
Agricultural Equipment Operators

Farming, Fishing, and ForestryAgriculture, Forestry, Fishing and Hunting

A large share of Agricultural Equipment Operators tasks are currently automatable in Other Aquaculture.

Exposure benchmark: 94% • SOC 45-2091.00

Monitoring automationOperations workflowData assistant
Overall Risk94%
Exposure94%
Task avg92%
Human reliance6%
Open role profile
Landscaping and Groundskeeping Workers analysis scene#5High confidenceAnalysisLA
Landscaping and Groundskeeping Workers

Building and Grounds Cleaning and MaintenanceAdministrative and Support and Waste Management and Remediation Services

A large share of Landscaping and Groundskeeping Workers tasks are currently automatable in Court Reporting and Stenotype Services.

Exposure benchmark: 94% • SOC 37-3011.00

Scheduling workflowOperations assistantReporting automation
Overall Risk94%
Exposure94%
Task avg92%
Human reliance6%
Open role profile
Sewing Machine Operators tooling scene#6High 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 Risk94%
Exposure94%
Task avg92%
Human reliance6%
Open role profile
Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic coordination scene#7Medium 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 Risk90%
Exposure90%
Task avg89%
Human reliance10%
Open role profile
Etchers and Engravers insight scene#8High 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 Risk90%
Exposure90%
Task avg89%
Human reliance10%
Open role profile
Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic tooling scene#9Medium 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 Risk90%
Exposure90%
Task avg89%
Human reliance10%
Open role profile
Chemical Equipment Operators and Tenders tooling scene#10High 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 Risk89%
Exposure89%
Task avg88%
Human reliance11%
Open role profile
Fishing and Hunting Workers operations scene#11High confidenceOperationsFA
Fishing and Hunting Workers

Farming, Fishing, and ForestryAgriculture, Forestry, Fishing and Hunting

A large share of Fishing and Hunting Workers tasks are currently automatable in Dairy Cattle and Milk Production.

Exposure benchmark: 89% • SOC 45-3031.00

Monitoring automationOperations workflowData assistant
Overall Risk89%
Exposure89%
Task avg88%
Human reliance11%
Open role profile
Foundry Mold and Coremakers tooling scene#12Medium 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#13Low 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#14High 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#15Medium 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#16High 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#17High 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
Shoe Machine Operators and Tenders operations scene#19Medium 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 Risk88%
Exposure88%
Task avg88%
Human reliance12%
Open role profile
Engine and Other Machine Assemblers workflow scene#20High 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#21High 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
Photographic Process Workers and Processing Machine Operators productivity scene#22High 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 Risk87%
Exposure87%
Task avg87%
Human reliance13%
Open role profile
Upholsterers systems scene#23Medium 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#24High 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
Coil Winders, Tapers, and Finishers coordination scene#25High 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 Risk85%
Exposure85%
Task avg85%
Human reliance15%
Open role profile
Paper Goods Machine Setters, Operators, and Tenders workflow scene#26High 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 Risk85%
Exposure85%
Task avg85%
Human reliance15%
Open role profile
Packaging and Filling Machine Operators and Tenders insight scene#27High 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 Risk84%
Exposure84%
Task avg85%
Human reliance16%
Open role profile
Textile Knitting and Weaving Machine Setters, Operators, and Tenders systems scene#28Low 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
Welders, Cutters, Solderers, and Brazers analysis scene#29High 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 Risk84%
Exposure84%
Task avg85%
Human reliance16%
Open role profile
Electrical and Electronic Equipment Assemblers planning scene#30High 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
Fiberglass Laminators and Fabricators planning scene#31Medium 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 Risk83%
Exposure83%
Task avg84%
Human reliance17%
Open role profile
Helpers--Production Workers workflow scene#32High 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 Risk83%
Exposure83%
Task avg84%
Human reliance17%
Open role profile
Layout Workers, Metal and Plastic operations scene#33High 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 Risk83%
Exposure83%
Task avg84%
Human reliance17%
Open role profile
Painting, Coating, and Decorating Workers planning scene#34Medium 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#35Medium 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
Tree Trimmers and Pruners coordination scene#36High confidenceCoordinationTT
Tree Trimmers and Pruners

Building and Grounds Cleaning and MaintenanceOther Services (except Public Administration)

A large share of Tree Trimmers and Pruners tasks are currently automatable in Labor Unions and Similar Labor Organizations.

Exposure benchmark: 83% • SOC 37-3013.00

Scheduling workflowOperations assistantReporting automation
Overall Risk83%
Exposure83%
Task avg84%
Human reliance17%
Open role profile
Adhesive Bonding Machine Operators and Tenders execution scene#37High 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
Floor Sanders and Finishers execution scene#38Medium confidenceExecutionFS
Floor Sanders and Finishers

Construction and ExtractionMining, Quarrying, and Oil and Gas Extraction

A large share of Floor Sanders and Finishers tasks are currently automatable in Iron Ore Mining.

Exposure benchmark: 82% • SOC 47-2043.00

Project workflowPlanning assistantDocumentation copilot
Overall Risk82%
Exposure82%
Task avg83%
Human reliance18%
Open role profile
Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic analysis scene#39High 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 Risk82%
Exposure82%
Task avg83%
Human reliance18%
Open role profile
Pest Control Workers coordination scene#40High confidenceCoordinationPC
Pest Control Workers

Building and Grounds Cleaning and MaintenanceAdministrative and Support and Waste Management and Remediation Services

A large share of Pest Control Workers tasks are currently automatable in Professional Employer Organizations.

Exposure benchmark: 82% • SOC 37-2021.00

Scheduling workflowOperations assistantReporting automation
Overall Risk82%
Exposure82%
Task avg83%
Human reliance18%
Open role profile
Plating Machine Setters, Operators, and Tenders, Metal and Plastic analysis scene#41High 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#42Medium 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#43High 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#44Low 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
Cutting and Slicing Machine Setters, Operators, and Tenders systems scene#45High 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 Risk81%
Exposure81%
Task avg82%
Human reliance19%
Open role profile
Pesticide Handlers, Sprayers, and Applicators, Vegetation insight scene#46High confidenceInsightPH
Pesticide Handlers, Sprayers, and Applicators, Vegetation

Building and Grounds Cleaning and MaintenanceAdministrative and Support and Waste Management and Remediation Services

A large share of Pesticide Handlers, Sprayers, and Applicators, Vegetation tasks are currently automatable in Repossession Services.

Exposure benchmark: 81% • SOC 37-3012.00

Scheduling workflowOperations assistantReporting automation
Overall Risk81%
Exposure81%
Task avg82%
Human reliance19%
Open role profile
Agricultural Inspectors analysis scene#48High confidenceAnalysisAI
Agricultural Inspectors

Farming, Fishing, and ForestryAgriculture, Forestry, Fishing and Hunting

A large share of Agricultural Inspectors tasks are currently automatable in Strawberry Farming.

Exposure benchmark: 80% • SOC 45-2011.00

Monitoring automationOperations workflowData assistant
Overall Risk80%
Exposure80%
Task avg81%
Human reliance20%
Open role profile
Forging Machine Setters, Operators, and Tenders, Metal and Plastic operations scene#49Medium 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 Risk80%
Exposure80%
Task avg81%
Human reliance20%
Open role profile
Grinding and Polishing Workers, Hand workflow scene#50High 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
Rankings by skill - replaced.fyi