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Automation Risk Analysis

Will “Sample Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #611 of 702. Estimated risk: 95.0%

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AI Exposure Risk

55%

“Sample Checker” 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 Checker” 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Unload or unpack incoming shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles