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Automation Risk Analysis

Will “Stacker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #611 of 702. Estimated risk: 95.0%

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AI Exposure Risk

55%

“Stacker” 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%

“Stacker” 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

  • 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.

  • 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.

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

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

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

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

  • 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.

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

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

  • Unload or unpack incoming shipments.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles