#1High confidenceWorkflowLAProduction • Manufacturing
A large share of Laundry and Dry-Cleaning Workers tasks are currently automatable in Plumbing Fixture Fitting and Trim Manufacturing.
Exposure benchmark: 95% • SOC 51-6011.00
Ranking
Roles with the strongest replacement pressure signals across exposure, confidence, and role structure.
Top 50 roles ranked by replaceability signal (exposure, confidence, and job-structure factors). Current cutoff: 93% signal.
#1High confidenceWorkflowLAProduction • Manufacturing
A large share of Laundry and Dry-Cleaning Workers tasks are currently automatable in Plumbing Fixture Fitting and Trim Manufacturing.
Exposure benchmark: 95% • SOC 51-6011.00
#2High confidenceSystemsMABuilding and Grounds Cleaning and Maintenance • Other 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
#3Medium confidenceProductivityMPProduction • Manufacturing
A large share of Meat, Poultry, and Fish Cutters and Trimmers tasks are currently automatable in Small Arms Ammunition Manufacturing.
Exposure benchmark: 95% • SOC 51-3022.00
#4High confidenceSystemsAEFarming, Fishing, and Forestry • Agriculture, 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
#5High confidenceAnalysisLABuilding and Grounds Cleaning and Maintenance • Administrative 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
#6High confidenceToolingSMProduction • Manufacturing
A large share of Sewing Machine Operators tasks are currently automatable in Meat Processed from Carcasses.
Exposure benchmark: 94% • SOC 51-6031.00
#7High confidenceAnalysisAAPersonal Care and Service • Health Care and Social Assistance
A large share of Amusement and Recreation Attendants tasks are currently automatable in Offices of Physicians, Mental Health Specialists.
Exposure benchmark: 90% • SOC 39-3091.00
#8High confidenceOperationsFAFarming, Fishing, and Forestry • Agriculture, 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
#9High confidenceCoordinationFFOffice and Administrative Support • Administrative and Support and Waste Management and Remediation Services
A large share of Freight Forwarders tasks are currently automatable in Travel Agencies.
Exposure benchmark: 91% • SOC 43-5011.01
#10High confidenceInsightEAProduction • Manufacturing
A large share of Etchers and Engravers tasks are currently automatable in Perishable Prepared Food Manufacturing.
Exposure benchmark: 90% • SOC 51-9194.00
#11High confidenceAnalysisCFFood Preparation and Serving Related • Accommodation and Food Services
A large share of Cooks, Fast Food tasks are currently automatable in Limited-Service Restaurants.
Exposure benchmark: 85% • SOC 35-2011.00
#12High confidenceToolingCEProduction • Manufacturing
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
#13High confidenceInsightOCOffice and Administrative Support • Finance and Insurance
A large share of Order Clerks tasks are currently automatable in Sales Financing.
Exposure benchmark: 89% • SOC 43-4151.00
#14High confidenceAnalysisSFProduction • Manufacturing
A large share of Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders tasks are currently automatable in Fluid Power Valve and Hose Fitting Manufacturing.
Exposure benchmark: 89% • SOC 51-9012.00
#15High confidenceInsightSAProduction • Manufacturing
A large share of Slaughterers and Meat Packers tasks are currently automatable in Wood Kitchen Cabinet and Countertop Manufacturing.
Exposure benchmark: 89% • SOC 51-3023.00
#16High confidencePlanningWSProduction • Manufacturing
A large share of Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders tasks are currently automatable in Steel Foundries (except Investment).
Exposure benchmark: 89% • SOC 51-4122.00
#17High confidenceProductivityCMOffice and Administrative Support • Professional, Scientific, and Technical Services
A large share of Court, Municipal, and License Clerks tasks are currently automatable in Tax Preparation Services.
Exposure benchmark: 88% • SOC 43-4031.00
#18High confidenceSystemsMCOffice and Administrative Support • Finance and Insurance
A large share of Mail Clerks and Mail Machine Operators, Except Postal Service tasks are currently automatable in Direct Property and Casualty Insurance Carriers.
Exposure benchmark: 88% • SOC 43-9051.00
#19High confidenceWorkflowDRFood Preparation and Serving Related • Accommodation and Food Services
A large share of Dining Room and Cafeteria Attendants and Bartender Helpers tasks are currently automatable in Mobile Food Services.
Exposure benchmark: 83% • SOC 35-9011.00
#20Medium confidenceCoordinationDAProduction • Manufacturing
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
#21Medium confidenceToolingMMProduction • Manufacturing
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
#22Low confidenceCoordinationDSSales and Related • Professional, Scientific, and Technical Services
A large share of Door-to-Door Sales Workers, News and Street Vendors, and Related Workers tasks are currently automatable in All Other Legal Services.
Exposure benchmark: 89% • SOC 41-9091.00
#23Low confidenceAnalysisPTProduction • Manufacturing
A large share of Pressers, Textile, Garment, and Related Materials tasks are currently automatable in Search, Detection, Navigation, Guidance, Aeronautical, and Nautical System and Instrument Manufacturing.
Exposure benchmark: 89% • SOC 51-6021.00
#24High confidenceWorkflowEAProduction • Manufacturing
A large share of Engine and Other Machine Assemblers tasks are currently automatable in Small Arms Ammunition Manufacturing.
Exposure benchmark: 87% • SOC 51-2031.00
#25High confidenceAnalysisFCProduction • Manufacturing
A large share of Food Cooking Machine Operators and Tenders tasks are currently automatable in Other Engine Equipment Manufacturing.
Exposure benchmark: 87% • SOC 51-3093.00
#26High confidenceProductivityMSOffice and Administrative Support • Administrative and Support and Waste Management and Remediation Services
A large share of Medical Secretaries and Administrative Assistants tasks are currently automatable in Professional Employer Organizations.
Exposure benchmark: 87% • SOC 43-6013.00
#27High confidenceProductivityPPProduction • Manufacturing
A large share of Photographic Process Workers and Processing Machine Operators tasks are currently automatable in Commercial Bakeries.
Exposure benchmark: 87% • SOC 51-9151.00
#28High confidenceCoordinationCOTransportation and Material Moving • Transportation and Warehousing
A large share of Conveyor Operators and Tenders tasks are currently automatable in Marine Cargo Handling.
Exposure benchmark: 82% • SOC 53-7011.00
#29Medium confidenceToolingFMProduction • Manufacturing
A large share of Foundry Mold and Coremakers tasks are currently automatable in Steel Investment Foundries.
Exposure benchmark: 89% • SOC 51-4071.00
#30Medium confidenceSystemsSAProduction • Manufacturing
A large share of Shoe and Leather Workers and Repairers tasks are currently automatable in Iron and Steel Forging.
Exposure benchmark: 89% • SOC 51-6041.00
#31High confidenceWorkflowAATransportation and Material Moving • Transportation and Warehousing
A large share of Automotive and Watercraft Service Attendants tasks are currently automatable in Farm Product Warehousing and Storage.
Exposure benchmark: 86% • SOC 53-6031.00
#32High confidenceAnalysisBAOffice and Administrative Support • Finance and Insurance
A large share of Bill and Account Collectors tasks are currently automatable in Savings Institutions and Other Depository Credit Intermediation.
Exposure benchmark: 86% • SOC 43-3011.00
#33High confidenceOperationsCAProduction • Manufacturing
A large share of Cooling and Freezing Equipment Operators and Tenders tasks are currently automatable in Motor Vehicle Gasoline Engine and Engine Parts Manufacturing.
Exposure benchmark: 86% • SOC 51-9193.00
#34High confidenceExecutionCCOffice and Administrative Support • Finance and Insurance
A large share of Correspondence Clerks tasks are currently automatable in International, Secondary Market, and All Other Nondepository Credit Intermediation.
Exposure benchmark: 86% • SOC 43-4021.00
#35High confidenceOperationsDEOffice and Administrative Support • Real Estate and Rental and Leasing
A large share of Dispatchers, Except Police, Fire, and Ambulance tasks are currently automatable in Other Activities Related to Real Estate.
Exposure benchmark: 86% • SOC 43-5032.00
#36High confidenceProductivityFCOffice and Administrative Support • Administrative and Support and Waste Management and Remediation Services
A large share of File Clerks tasks are currently automatable in Investigation and Personal Background Check Services.
Exposure benchmark: 86% • SOC 43-4071.00
#37High confidenceCoordinationFSSales and Related • Professional, Scientific, and Technical Services
A large share of First-Line Supervisors of Retail Sales Workers tasks are currently automatable in Media Buying Agencies.
Exposure benchmark: 86% • SOC 41-1011.00
#38High confidencePlanningPPOffice and Administrative Support • Real Estate and Rental and Leasing
A large share of Production, Planning, and Expediting Clerks tasks are currently automatable in Offices of Real Estate Appraisers.
Exposure benchmark: 86% • SOC 43-5061.00
#39High confidenceCoordinationCWProduction • Manufacturing
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
#40High confidenceWorkflowPGProduction • Manufacturing
A large share of Paper Goods Machine Setters, Operators, and Tenders tasks are currently automatable in Confectionery Manufacturing from Purchased Chocolate.
Exposure benchmark: 85% • SOC 51-9196.00
#41High confidenceInsightSROffice and Administrative Support • Administrative and Support and Waste Management and Remediation Services
A large share of Shipping, Receiving, and Inventory Clerks tasks are currently automatable in Carpet and Upholstery Cleaning Services.
Exposure benchmark: 85% • SOC 43-5071.00
#42Medium confidenceWorkflowFSFood Preparation and Serving Related • Accommodation and Food Services
A large share of Food Servers, Nonrestaurant tasks are currently automatable in Food Service Contractors.
Exposure benchmark: 88% • SOC 35-3041.00
#43Medium confidenceCoordinationMAProduction • Manufacturing
A large share of Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic tasks are currently automatable in Custom Roll Forming.
Exposure benchmark: 88% • SOC 51-4035.00
#44Medium confidenceOperationsSMProduction • Manufacturing
A large share of Shoe Machine Operators and Tenders tasks are currently automatable in Commercial Bakeries.
Exposure benchmark: 88% • SOC 51-6042.00
#45High confidenceProductivityGCSales and Related • Wholesale Trade
A large share of Gambling Change Persons and Booth Cashiers tasks are currently automatable in Coal and Other Mineral and Ore Merchant Wholesalers.
Exposure benchmark: 84% • SOC 41-2012.00
#46High confidenceInsightPAProduction • Manufacturing
A large share of Packaging and Filling Machine Operators and Tenders tasks are currently automatable in Cookie and Cracker Manufacturing.
Exposure benchmark: 84% • SOC 51-9111.00
#47High confidenceWorkflowPSOffice and Administrative Support • Real Estate and Rental and Leasing
A large share of Postal Service Clerks tasks are currently automatable in Lessors of Miniwarehouses and Self-Storage Units.
Exposure benchmark: 84% • SOC 43-5051.00
#48High confidenceInsightSATransportation and Material Moving • Transportation and Warehousing
A large share of Stockers and Order Fillers tasks are currently automatable in Scenic and Sightseeing Transportation, Water.
Exposure benchmark: 84% • SOC 53-7065.00
#49High confidenceAnalysisSATransportation and Material Moving • Transportation and Warehousing
A large share of Subway and Streetcar Operators tasks are currently automatable in Packing and Crating.
Exposure benchmark: 84% • SOC 53-4041.00
#50High confidenceAnalysisWCProduction • Manufacturing
A large share of Welders, Cutters, Solderers, and Brazers tasks are currently automatable in Wood Preservation.
Exposure benchmark: 84% • SOC 51-4121.00