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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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Unload or unpack incoming shipments.

Technologies & Software

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

Alternative Job Titles