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Automation Risk Analysis

Will “Gold Leaf Laborer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #483 of 702. Estimated risk: 85.0%

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AI Exposure Risk

47%

“Gold Leaf Laborer” will probably not 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 47% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

53%

“Gold Leaf Laborer” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 53% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Laborers and Freight, Stock, and Material Movers, Hand, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Manually move freight, stock, luggage, or other materials, or perform other general labor. Includes all manual laborers not elsewhere classified.

Avg. Annual Salary $41,420
Avg. Hourly Wage $19.91
Available Jobs (US) 2,982,530
Job Title & Hierarchy Code (SOC) Laborers and Freight, Stock, and Material Movers, Hand #53-7062
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Laborers and Freight, Stock, and Material Movers, Hand”

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Core Skills & Abilities

  • Read work orders or receive oral instructions to determine work assignments or material or equipment needs.

  • Attach identifying tags to containers or mark them with identifying information.

  • Sort cargo before loading and unloading.

  • Pack containers and re-pack damaged containers.

  • Connect electrical equipment to power sources so that it can be tested before use.

  • Record numbers of units handled or moved, using daily production sheets or work tickets.

  • Carry needed tools or supplies from storage or trucks and return them after use.

  • Adjust controls to guide, position, or move equipment, such as cranes, booms, or cameras.

  • Install protective devices, such as bracing, padding, or strapping, to prevent shifting or damage to items being transported.

  • Move freight, stock, or other materials to and from storage or production areas, loading docks, delivery vehicles, ships, or containers, by hand or using trucks, tractors, or other equipment.

  • Assemble product containers or crates, using hand tools and precut lumber.

  • Attach slings, hooks, or other devices to lift cargo and guide loads.

  • Maintain equipment storage areas to ensure that inventory is protected.

Technologies & Software

  • Warehouse management system WMS
  • Mobileye AI
  • SAP software
  • Tesla Autopilot
  • Inventory tracking software
  • Project44 AI Logistics
  • Microsoft Publisher
  • Microsoft Excel
  • Machine control software
  • Google Docs
  • Microsoft Office software
  • Data entry software
  • Autodesk AutoCAD
  • Inventory management systems
  • Spreadsheet software
  • Mozilla Firefox
  • Oracle Database
  • Handheld computer device software
  • Microsoft Outlook
  • Apple Safari
  • Microsoft Word
  • Gatik AI
  • Microsoft Edge
  • IBM Notes
  • Waymo (Autonomous Driving)
  • FaceTime
  • Screwdrivers
  • Power hoists
  • Personal computers
  • Skid steer loaders
  • Hand saws
  • Dollies
  • Claw hanmers
  • Slings
  • Banding machines
  • Lifting hooks
  • Jacks
  • Forklifts
  • Winches
  • Handtrucks
  • Pallet jacks
  • Pallet transport trucks
  • Water hoses
  • Overhead cranes
  • Planes
  • Power saws
  • Lift trucks
  • Scaffolding

Alternative Job Titles