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Logging Equipment Operators

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.

21,060 people do this job in the US. $49,740 a year.

now
2%

of the working time. Estimate.

Kinds of work
  • 2%
  • 0%
  • 98%
0%

Measured, from Anthropic's usage data (2025). Counts help on part of a task.

Half the desk work within reach
Already

On the chosen pace and reliability. Estimate.

Share of the working time within reach, now to 2030

0%25%50%75%100%2027202820292030NowDesk work: 2% of the time
Chosen to Ceiling: the share
DateNow
NowEnd of 2030

What each choice means: , , , , . Every pace starts from .

At this date and pace, models finish tasks up to 4.4 h long four times in five.

How far this has come

With GPT-4, measured in March 2023, 0% of this job's working time was within reach at . With Claude 3.7 Sonnet, measured in February 2025, 0%. With Claude Mythos Preview (early), measured in April 2026, 2%. Today's estimate: 2%.

0%5%10%2023202420252026GPT-4, March 2023: 0% within reachGPT-4 Turbo (Nov 2023), November 2023: 0% within reachGPT-4o, May 2024: 0% within reachClaude 3.5 Sonnet (June 2024), June 2024: 0% within reacho1-preview, September 2024: 0% within reachClaude 3.5 Sonnet (Oct 2024), October 2024: 0% within reacho1, December 2024: 0% within reachClaude 3.7 Sonnet, February 2025: 0% within reacho3, April 2025: 1% within reachGPT-5, August 2025: 2% within reachGemini 3 Pro, November 2025: 2% within reachClaude Opus 4.5, November 2025: 2% within reachGPT-5.2, December 2025: 2% within reachClaude Opus 4.6, February 2026: 2% within reachClaude Mythos Preview (early), April 2026: 2% within reachToday (estimate), September 2026: 2% within reach
Each step is a new best model measured by METR, four in five; the dashed end is today's estimate. Point at a dot for the model.

A backcast: today's task data with the best model METR had measured by each date. It shows how fast the models have moved, not what anyone forecast at the time.

The tasks

Sorted by . 9 tasks from .

TaskKind
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.Done hourly or more by most who do it.18%1.3 h33 min to 2.5 hStays with people
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.Done hourly or more by most who do it. 17%50 min25 min to 2.5 hStays with people
Control hydraulic tractors equipped with tree clamps and booms to lift, swing, and bunch sheared trees.Done hourly or more by most who do it. 17%50 min25 min to 1.7 hStays with people
Grade logs according to characteristics such as knot size and straightness, and according to established industry or company standards.Done hourly or more by most who do it. 16%50 min25 min to 1.7 hStays with people
Drive tractors for building or repairing logging and skid roads.Done more than yearly by most who do it. 16%2.5 h50 min to 6.7 hStays with people
Drive crawler or wheeled tractors to drag or transport logs from felling sites to log landing areas for processing and loading.Done hourly or more by most who do it. 11%50 min25 min to 1.7 hStays with people
Inspect equipment for safety prior to use, and perform necessary basic maintenance tasks.Done daily by most who do it. 4%25 min13 min to 50 minStays with people
Calculate total board feet, cordage, or other wood measurement units, using conversion tables.Done hourly or more by most who do it.2%25 min13 min to 50 min100%Half by now
Fill out required job or shift report forms.Done daily by most who do it. 0.8%17 min8 min to 33 min100%Half by now

Within reach, per task: the share of the task's time whose instances are short enough for a model to finish at the chosen date, pace and reliability. Half by: the date half of that time comes within reach.

Jobs that share skills with this one

From O*NET's related occupations. Within reach now and by the end of 2028, long-run pace, four in five.

Where this job works

The industry groups that employ the most of it (BLS, May 2025).

Where the most of these jobs are

The metro areas with the most people in it (BLS, May 2025).