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Automation Risk Analysis

Will “Pattern Attendant” be Automated?

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AI Exposure Risk

52%

“Pattern Attendant” 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 52% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

44%

“Pattern Attendant” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 44% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Stockers and Order Fillers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Receive, store, and issue merchandise, materials, equipment, and other items from stockroom, warehouse, or storage yard to fill shelves, racks, tables, or customers' orders. May operate power equipment to fill orders. May mark prices on merchandise and set up sales displays.

Avg. Annual Salary $38,910
Avg. Hourly Wage $18.71
Available Jobs (US) 2,779,530
Job Title & Hierarchy Code (SOC) Stockers and Order Fillers #53-7065
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Stockers and Order Fillers”

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Core Skills & Abilities

  • Issue or distribute materials, products, parts, and supplies to customers or coworkers, based on information from incoming requisitions.

  • Transport packages to customers' vehicles.

  • Compare merchandise invoices to items actually received to ensure that shipments are correct.

  • Stock shelves, racks, cases, bins, and tables with new or transferred merchandise.

  • Obtain merchandise from bins or shelves.

  • Itemize and total customer merchandise selection at checkout counter, using cash register, and accept cash or charge card for purchases.

  • Pack customer purchases in bags or cartons.

  • Take inventory or examine merchandise to identify items to be reordered or replenished.

  • Receive, unload, open, unpack, or issue sales floor merchandise.

  • Receive and count stock items, and record data manually or on computer.

  • Pack and unpack items to be stocked on shelves in stockrooms, warehouses, or storage yards.

  • Operate equipment such as forklifts.

  • Examine and inspect stock items for wear or defects, reporting any damage to supervisors.

  • Answer customers' questions about merchandise and advise customers on merchandise selection.

  • Mark stock items, using identification tags, stamps, electric marking tools, or other labeling equipment.

  • Clean display cases, shelves, and aisles.

  • Determine proper storage methods, identification, and stock location, based on turnover, environmental factors, and physical capabilities of facilities.

  • Read orders to ascertain catalog numbers, sizes, colors, and quantities of merchandise.

  • Recommend disposal of excess, defective, or obsolete stock.

  • Complete order receipts.

  • Clean and maintain supplies, tools, equipment, and storage areas to ensure compliance with safety regulations.

  • Keep records of out-going orders.

  • Compute prices of items or groups of items.

  • Design and set up advertising signs and displays of merchandise on shelves, counters, or tables to attract customers and promote sales.

  • Dispose of damaged or defective items, or return them to vendors.

  • Stamp, attach, or change price tags on merchandise, referring to price list.

  • Keep records on the use or damage of stock or stock-handling equipment.

  • Provide assistance or direction to other stockroom, warehouse, or storage yard workers.

  • Requisition merchandise from supplier, based on available space, merchandise on hand, customer demand, or advertised specials.

  • Store items in an orderly and accessible manner in warehouses, tool rooms, supply rooms, or other areas.

Technologies & Software

  • Inventory management systems
  • Google Docs
  • Inventory tracking software
  • Email software
  • Nova (Amazon)
  • Microsoft Outlook
  • Work scheduling software
  • Tesla Autopilot
  • Llama (Meta)
  • Mistral (Mistral AI)
  • Microsoft Access
  • Kimi (Moonshot AI)
  • Microsoft Office software
  • Gemini (Google)
  • Voice picking software
  • Eko
  • SAP software
  • Microsoft Word
  • Data entry software
  • Project44 AI Logistics
  • Qwen (Alibaba)
  • Grok (xAI)
  • Waymo (Autonomous Driving)
  • Handheld computer device software
  • Ordering software
  • Microsoft Excel
  • Microsoft Dynamics GP
  • Warehouse management system WMS
  • Microsoft Windows
  • ChatGPT (OpenAI)
  • Oracle JD Edwards EnterpriseOne
  • DeepSeek
  • Mobileye AI
  • Gatik AI
  • Claude (Anthropic)
  • Shelf scrapers
  • Label removers
  • Office intercom systems
  • Packing material compactors
  • Sit-down forklifts
  • Nailing hammers
  • Double deckers
  • Electric marking tools
  • Safety cutters
  • Radio frequency RF scanner guns
  • Computer inkjet printers
  • Wrapping equipment
  • Electric cash registers
  • Computer laser printers
  • Electric hoists
  • Label scrapers
  • Convertible hand trucks
  • Copy machines
  • Tape guns
  • Stand-up forklifts
  • Labeling equipment
  • Lifting belts
  • Pricing guns
  • Baling equipment
  • Power jacks
  • Warehouse forklifts
  • Hand trucks
  • Sign printers
  • Laser scanners
  • Pallet tipper
  • Measuring tapes
  • Industrial scissors
  • Strapping machines
  • 10-key calculators
  • Hook knives
  • Utility tug trucks
  • Box cutters
  • Warehouse dollies
  • Rubber marking stamps
  • Manual shears
  • Personal computers
  • Conveyor belts
  • Staple guns
  • Electric pallet jacks
  • Ticket-printing machines
  • Personal digital assistants PDAs
  • Remote data terminals
  • Stepladders
  • Electronic cash registers
  • Multiline telephone systems
  • Barcode scanners
  • Industrial forklifts
  • Overhead workshop cranes
  • Manual pallet jacks
  • Shipping scales
  • Cherry pickers
  • Handheld radio frequency RF scanners
  • Lifting platforms

Alternative Job Titles