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Automation Risk Analysis

Will “Log Hauler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #437 of 702. Estimated risk: 79.0%

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AI Exposure Risk

21%

“Log Hauler” 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%

“Log Hauler” 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

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

  • 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.

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

  • Fill out required job or shift report forms.

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

  • 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.

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

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

Technologies & Software

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