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Automation Risk Analysis

Will “Scaler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #611 of 702. Estimated risk: 95.0%

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AI Exposure Risk

55%

“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%

“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

  • Unload or unpack incoming shipments.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles