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Automation Risk Analysis

Will “Milk Sampler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #611 of 702. Estimated risk: 95.0%

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AI Exposure Risk

55%

“Milk 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%

“Milk 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

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

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

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

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

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

  • 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.

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

  • Unload or unpack incoming shipments.

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles