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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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles