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Automation Risk Analysis

Will “Logging Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #437 of 702. Estimated risk: 79.0%

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AI Exposure Risk

21%

“Logging Specialist” 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 Specialist” 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.

  • 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.

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

  • 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.

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

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

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

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

  • Fill out required job or shift report forms.

Technologies & Software

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