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Automation Risk Analysis

Will “Logging Clam-Bunk 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 Clam-Bunk 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 Clam-Bunk 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

  • 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.

  • 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 tractors for building or repairing logging and skid roads.

  • 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.

  • 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 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

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