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Automation Risk Analysis

Will “Loaf Counter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #611 of 702. Estimated risk: 95.0%

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AI Exposure Risk

55%

“Loaf Counter” 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%

“Loaf Counter” 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 product samples and prepare them for laboratory analysis or testing.

  • 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.

  • 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.

  • Unload or unpack incoming shipments.

  • 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.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles