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Automation Risk Analysis

Will “Cotton Sampler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #611 of 702. Estimated risk: 95.0%

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AI Exposure Risk

55%

“Cotton 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%

“Cotton 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

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

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

  • Unload or unpack incoming shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles