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Automation Risk Analysis

Will “Logging Tractor 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 Tractor 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 Tractor 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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Related Occupations & Automation Risk

Agricultural Inspectors

AI Risk 53%
Robot Risk 48%

First-Line Supervisors of Farming, Fishing, and Forestry Workers

AI Risk 53%
Robot Risk 54%

Log Graders and Scalers

AI Risk 53%
Robot Risk 55%

Farmworkers, Farm, Ranch, and Aquacultural Animals

AI Risk 52%
Robot Risk 51%

Forest and Conservation Workers

AI Risk 51%
Robot Risk 51%

Agricultural Equipment Operators

AI Risk 50%
Robot Risk 51%

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.

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

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

  • Fill out required job or shift report forms.

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles