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Automation Risk Analysis

Will “Sample Worker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #611 of 702. Estimated risk: 95.0%

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AI Exposure Risk

55%

“Sample Worker” 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%

“Sample Worker” 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

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

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

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

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

  • 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.

  • Unload or unpack incoming shipments.

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

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

  • 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.

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles