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Automation Risk Analysis

Will “Log Processor” be Automated?

Historical Context: Oxford Study (2013)

Ranked #437 of 702. Estimated risk: 79.0%

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AI Exposure Risk

21%

“Log Processor” 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 Processor” 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

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

  • 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.

  • 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.

  • 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.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles