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Automation Risk Analysis

Will “Wool Sampler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #611 of 702. Estimated risk: 95.0%

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AI Exposure Risk

55%

“Wool Sampler” 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%

“Wool Sampler” 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

  • Unload or unpack incoming shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles