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Automation Risk Analysis

Will “Logging Equipment Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #437 of 702. Estimated risk: 79.0%

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AI Exposure Risk

21%

“Logging Equipment Operator” 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%

“Logging Equipment Operator” 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

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

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

  • Fill out required job or shift report forms.

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

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

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

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

  • 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 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.

Technologies & Software

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