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Automation Risk Analysis

Will “Shift Stacker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #437 of 702. Estimated risk: 79.0%

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AI Exposure Risk

21%

“Shift Stacker” 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%

“Shift Stacker” 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 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 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.

  • Fill out required job or shift report forms.

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles