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Automation Risk Analysis

Will “Unit Controller” be Automated?

Historical Context: Oxford Study (2013)

Ranked #611 of 702. Estimated risk: 95.0%

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AI Exposure Risk

55%

“Unit Controller” 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%

“Unit Controller” 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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles