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Automation Risk Analysis

Will “Linen Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #611 of 702. Estimated risk: 95.0%

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AI Exposure Risk

55%

“Linen Checker” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 55% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

55%

“Linen Checker” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 55% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Weighers, Measurers, Checkers, and Samplers, Recordkeeping, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Weigh, measure, and check materials, supplies, and equipment for the purpose of keeping relevant records. Duties are primarily clerical by nature. Includes workers who collect and keep record of samples of products or materials.

Avg. Annual Salary $46,660
Avg. Hourly Wage $22.43
Available Jobs (US) 49,720
Job Title & Hierarchy Code (SOC) Weighers, Measurers, Checkers, and Samplers, Recordkeeping #43-5111
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Weighers, Measurers, Checkers, and Samplers, Recordkeeping”

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Core Skills & Abilities

  • Sort products or materials into predetermined sequences or groupings for display, packing, shipping, or storage.

  • Inspect products and examination records to determine the number of defects per worker and the reasons for examiners' rejections.

  • Examine products or materials, parts, subassemblies, and packaging for damage, defects, or shortages, using specification sheets, gauges, and standards charts.

  • Collect or prepare measurement, weight, or identification labels and attach them to products.

  • Transport materials, products, or samples to processing, shipping, or storage areas, manually or using conveyors, pumps, or hand trucks.

  • Fill orders for products and samples, following order tickets, and forward or mail items.

  • Collect product samples and prepare them for laboratory analysis or testing.

  • Count or estimate quantities of materials, parts, or products received or shipped.

  • Weigh or measure materials, equipment, or products to maintain relevant records, using volume meters, scales, rules, or calipers.

  • Maintain, monitor, and clean work areas, such as recycling collection sites, drop boxes, counters and windows, and areas around scale houses.

  • Operate scalehouse computers to obtain weight information about incoming shipments such as those from waste haulers.

  • Unload or unpack incoming shipments.

  • Document quantity, quality, type, weight, test result data, and value of materials or products to maintain shipping, receiving, and production records and files.

  • Signal or instruct other workers to weigh, move, or check products.

  • Store samples of finished products in labeled cartons and record their location.

  • Communicate with customers and vendors to exchange information regarding products, materials, and services.

  • Compare product labels, tags, or tickets, shipping manifests, purchase orders, and bills of lading to verify accuracy of shipment contents, quality specifications, or weights.

  • Remove from stock products or loads not meeting quality standards, and notify supervisors or appropriate departments of discrepancies or shortages.

Technologies & Software

  • Nova (Amazon)
  • IBM Notes
  • Inventory management systems
  • DeepSeek
  • NetSuite ERP
  • Grammarly AI
  • Infor XA
  • Napkin AI
  • Enterprise resource planning ERP software
  • ChatGPT (OpenAI)
  • Llama (Meta)
  • Mistral (Mistral AI)
  • Microsoft Outlook
  • Microsoft Access
  • Infor ERP Baan
  • Notion AI
  • Oracle JD Edwards EnterpriseOne
  • Microsoft Copilot
  • Microsoft Office software
  • Gemini for Workspace
  • Microsoft Excel
  • SAP software
  • Root cause analysis software
  • Gemini (Google)
  • Claude (Anthropic)
  • Microsoft Dynamics AX
  • Zapier AI
  • Microsoft PowerPoint
  • Otter.ai
  • Kimi (Moonshot AI)
  • Oracle Database
  • Materials resource planning MRP software
  • Qwen (Alibaba)
  • Inventory software
  • Word processing software
  • Microsoft Word
  • Perplexity AI
  • Warehouse management system WMS
  • Grok (xAI)
  • Email software
  • UiPath (RPA + AI)
  • Wire cutters
  • Pallet jacks
  • Railway track scales
  • Grain analyzers
  • Industrial trucks
  • Beam scales
  • Automatic bulk weighing systems
  • Scissor lifts
  • Safety glasses
  • Belt conveyor scales
  • High lifts
  • Tablet computers
  • Hopper scales
  • Computer terminals
  • Facial shields
  • Vehicle tank meters
  • Personal computers
  • Hoists
  • Crane scales
  • Grain moisture meters
  • Cordage measurers
  • Livestock scales
  • Order selectors
  • Two-way radios
  • Computerized scales
  • Milk meters
  • Monorail scales
  • Protective coveralls
  • Warehouse forklifts
  • Water meters
  • Electric overhead traveling crane EOT
  • Axle load scales
  • Radio frequency RF scanners
  • Mass flow meters
  • Label printers
  • Cherry pickers
  • Calculators
  • Safety shoes

Alternative Job Titles