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Automation Risk Analysis

Will “Log Handling 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%

“Log Handling 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%

“Log Handling 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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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

  • 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.

  • 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 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.

  • 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.

  • 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.

Technologies & Software

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

Alternative Job Titles