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. The percentage shown is a task-exposure model, not a prediction of certain job loss.
Combined with safety responsibility and on-site judgment, this keeps a human in the loop.
O*NET 30.3 occupation tasks plus the ILO 2025 exposure framework. Scores are directional estimates.
Read ILO research →Official occupation tasks; timeline remains uncertain Scores are directional estimates and sources do not endorse this site’s exact percentage.
These roles are in Trades & Physical and have lower modeled task exposure. Transferability depends on your skills, location, and qualifications.
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