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Automation Risk Analysis

Will “Unloader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #437 of 702. Estimated risk: 79.0%

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AI Exposure Risk

21%

“Unloader” will almost certainly 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 21% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

68%

“Unloader” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 68% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Logging Equipment Operators, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Drive logging tractor or wheeled vehicle equipped with one or more accessories, such as bulldozer blade, frontal shear, grapple, logging arch, cable winches, hoisting rack, or crane boom, to fell tree; to skid, load, unload, or stack logs; or to pull stumps or clear brush. Includes operating stand-alone logging machines, such as log chippers.

Avg. Annual Salary $52,020
Avg. Hourly Wage $25.01
Available Jobs (US) 22,520
Job Title & Hierarchy Code (SOC) Logging Equipment Operators #45-4022
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Logging Equipment Operators”

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Core Skills & Abilities

  • Drive tractors for building or repairing logging and skid roads.

  • Inspect equipment for safety prior to use, and perform necessary basic maintenance tasks.

  • Drive crawler or wheeled tractors to drag or transport logs from felling sites to log landing areas for processing and loading.

  • Drive straight or articulated tractors equipped with accessories such as bulldozer blades, grapples, logging arches, cable winches, and crane booms to skid, load, unload, or stack logs, pull stumps, or clear brush.

  • Calculate total board feet, cordage, or other wood measurement units, using conversion tables.

  • Fill out required job or shift report forms.

  • Control hydraulic tractors equipped with tree clamps and booms to lift, swing, and bunch sheared trees.

  • Grade logs according to characteristics such as knot size and straightness, and according to established industry or company standards.

  • Drive and maneuver tractors and tree harvesters to shear the tops off of trees, cut and limb the trees, and cut the logs into desired lengths.

Technologies & Software

  • Taranis AI
  • Microsoft Office software
  • Microsoft Outlook
  • BCS Woodlands Systems The Logger Tracker
  • Microsoft Excel
  • TradeTec TallyWorks Logs
  • SAP software
  • Microsoft Word
  • Blue River Technology AI
  • Climate FieldView
  • TradeTec TallyWorks TimeTracker
  • John Deere AI
  • Scarifier attachments
  • Yarding grapples
  • Log loaders
  • Delimbers
  • Grapple yarders
  • Drive-to-tree feller bunchers
  • Forestry crawler dozers
  • Tree saws
  • Tractor cranes
  • Loading grapples
  • Knuckleboom loaders
  • Pocket knives
  • Forestry swing machines
  • Log stackers
  • Equipment trailers
  • Mobile radios
  • Tracked feller bunchers
  • Log forks
  • Forestry hoes
  • Protective safety glasses
  • Cable skidders
  • Grapple skidders
  • Wheeled harvesters
  • Log trailers
  • Heavy duty chainsaws
  • Processing heads
  • Nailing hammers
  • Desktop computers
  • Tablet computers
  • Log transport trucks
  • Harvesting heads
  • Truck mounted boom loaders
  • Loggers' tapes
  • Felling heads
  • Tracked harvesters
  • Forwarders
  • Log winches
  • Digital tire pressure gauges