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Automation Risk Analysis

Will “Spotter Driver” be Automated?

Historical Context: Oxford Study (2013)

Ranked #588 of 702. Estimated risk: 93.0%

Directly assessed by researchers as likely automatable
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AI Exposure Risk

53%

“Spotter Driver” 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 53% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

61%

“Spotter Driver” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 61% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Industrial Truck and Tractor Operators, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Operate industrial trucks or tractors equipped to move materials around a warehouse, storage yard, factory, construction site, or similar location.

Avg. Annual Salary $47,830
Avg. Hourly Wage $23.00
Available Jobs (US) 805,770
Job Title & Hierarchy Code (SOC) Industrial Truck and Tractor Operators #53-7051
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Industrial Truck and Tractor Operators”

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Related Occupations & Automation Risk

Commercial Pilots

AI Risk 59%
Robot Risk 62%

Air Traffic Controllers

AI Risk 57%
Robot Risk 43%

Locomotive Engineers

AI Risk 56%
Robot Risk 62%

Airfield Operations Specialists

AI Risk 56%
Robot Risk 50%

Airline Pilots, Copilots, and Flight Engineers

AI Risk 56%
Robot Risk 65%

Traffic Technicians

AI Risk 56%
Robot Risk 45%

Core Skills & Abilities

  • Turn valves and open chutes to dump, spray, or release materials from dump cars or storage bins into hoppers.

  • Move controls to drive gasoline- or electric-powered trucks, cars, or tractors and transport materials between loading, processing, and storage areas.

  • Perform routine maintenance on vehicles or auxiliary equipment, such as cleaning, lubricating, recharging batteries, fueling, or replacing liquefied-gas tank.

  • Manually or mechanically load or unload materials from pallets, skids, platforms, cars, lifting devices, or other transport vehicles.

  • Position lifting devices under, over, or around loaded pallets, skids, or boxes and secure material or products for transport to designated areas.

  • Move levers or controls that operate lifting devices, such as forklifts, lift beams with swivel-hooks, hoists, or elevating platforms, to load, unload, transport, or stack material.

  • Weigh materials or products and record weight or other production data on tags or labels.

  • Operate or tend automatic stacking, loading, packaging, or cutting machines.

  • Inspect product load for accuracy and safely move it around the warehouse or facility to ensure timely and complete delivery.

Technologies & Software

  • Kimi (Moonshot AI)
  • Llama (Meta)
  • SAP software
  • Warehouse management system WMS
  • RedPrairie DLx Warehouse
  • Microsoft Excel
  • Mistral (Mistral AI)
  • IntelliTrack Warehouse Management System (WMS)
  • Mobileye AI
  • Argos Software ABECAS Insight WMS
  • Grok (xAI)
  • ATMS StockTrack PLUS
  • SSA Global Supply Chain Management
  • Inventory management systems
  • BarControl Enterprise Manager iBEM
  • Project44 AI Logistics
  • Qwen (Alibaba)
  • Microsoft Outlook
  • Microsoft Word
  • Waymo (Autonomous Driving)
  • Autodesk AutoCAD
  • Tesla Autopilot
  • Motek Priya
  • Inventory management software
  • Claude (Anthropic)
  • Nova (Amazon)
  • Microsoft Office software
  • Gemini (Google)
  • Lilly Software Associates VISUAL DCMS
  • ChatGPT (OpenAI)
  • Symphony GOLD
  • Gatik AI
  • DeepSeek
  • Lifting clamps
  • Swivel hooks
  • Crane attachments
  • Straight-mast forklifts
  • Belt conveyors
  • Lift beams
  • Wheel chocks
  • Industrial crane trucks
  • Snowplows
  • Lift trucks
  • Rough terrain forklifts
  • Dollies
  • Forklifts
  • Dockboards
  • Shovel attachments
  • Container top handlers
  • Counterbalanced front/side loader lift trucks
  • Booms
  • Reach type outrigger trucks
  • Scoops
  • Hustlers
  • Banding equipment
  • Straddle carriers
  • Reach rider trucks
  • Pallet trucks
  • Rider trucks
  • Personnel and burden carriers
  • Top loaders
  • Sliding boom forklifts
  • Reach stackers
  • High-lift order picker trucks
  • Bulk liquid trucks
  • Combination vacuum lifts
  • Forktrucks
  • Container reach stackers
  • Personal computers
  • Bridgeplates
  • Jacks
  • Extended-reach forklifts
  • Metal dump hopper attachments
  • Fork-grapples
  • Telescopic forklifts
  • Tank trailers
  • Motorized hand trucks
  • On-board computers for sending/receiving instructions
  • Cantilever trucks
  • Platform lift trucks
  • Flatbed trailers
  • Overhead hoists
  • Shrink wrap machines

Alternative Job Titles