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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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Unload or unpack incoming shipments.

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

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

Technologies & Software

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

Alternative Job Titles