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Automation Risk Analysis

Will “Lumber Scaler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #611 of 702. Estimated risk: 95.0%

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AI Exposure Risk

55%

“Lumber Scaler” 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%

“Lumber Scaler” 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

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

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

  • 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.

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles