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AI exposure Farming, fishing and forestry

Will AI replace logging equipment operators?

Logging Equipment Operators. US occupation 45-4022.

0.0%

of the time logging equipment operators spend on their work goes on tasks where AI is already being used to do that work.of logging equipment operators' working hours go on tasks AI has already started taking off their plate.

Ranked 346 of 756 US occupations. No AI use seen in the work yet, along with 410 other occupations.No handover started yet, along with 410 other occupations.

Average US job 7.7%

Among the least exposed jobs there are.Still waiting for liberation.

What AI already does for logging equipment operatorsWhat logging equipment operators no longer do alone

O*NET lists 9 tasks for logging equipment operators. None of them shows meaningful AI use at work yet.

What it does not touch, yetWhat still needs a human

9 of the 9 tasks show no AI use at work in the data.

  • Control hydraulic tractors equipped with tree clamps and booms to lift, swing, and bunch sheared trees.Core task
  • Drive crawler or wheeled tractors to drag or transport logs from felling sites to log landing areas for processing and loading.Core task
  • 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.Core task
  • Drive tractors for building or repairing logging and skid roads.Core task
  • Fill out required job or shift report forms.Core task
  • Grade logs according to characteristics such as knot size and straightness, and according to established industry or company standards.Core task
Show the other 3
  • Inspect equipment for safety prior to use, and perform necessary basic maintenance tasks.Core task
  • Calculate total board feet, cordage, or other wood measurement units, using conversion tables.
  • 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.

How that compares

Among the 11 farming, fishing and forestry occupations, logging equipment operators rank 11. The group averages 0.2%, and its most exposed job is Farmworkers and Laborers, Crop, Nursery, and Greenhouse at 2.0%. The average US occupation sits at 7.7%.

All 756 occupations, ranked

Level with 0.0%

  1. 346Locksmiths and Safe Repairers 0.0%
  2. 346Locomotive Engineers 0.0%
  3. 346Log Graders and Scalers 0.0%

What this does and does not mean

Exposure is observed use, not a forecast. Anthropic maps work conversations with Claude onto the tasks O*NET lists for each job and asks, of the tasks AI could speed up, which are actually being used for at work. A use that does the task outright counts in full and a use that assists a person counts half. The task scores are averaged into the occupation figure by the share of time spent on each task.

A high figure means AI is already part of how this work gets done. It does not mean anyone has been replaced. Anthropic's own reading of the labour market finds no systematic rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting exposed jobs.No measurable rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting these jobs. Gap years for everyone. Labor market impacts, 5 March 2026.

Task list and titles from O*NET 31.0 by the US Department of Labor, Employment and Training Administration, used under the CC BY 4.0 licence. Scores from the Anthropic Economic Index (CC BY). Checked 1 November 2026. How the ranking works.