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STRATUSWORKFORCE SCAN
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Pesticide Handlers, Sprayers, and Applicators, Vegetation

Mix or apply pesticides, herbicides, fungicides, or insecticides through sprays, dusts, vapors, soil incorporation, or chemical application on trees, shrubs, lawns, or crops. Usually requires specific training and state or federal certification.

27,050 people do this job in the US. $46,340 a year.

now
17%

of the working time. Estimate.

Kinds of work
  • 18%
  • 0%
  • 82%
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: 18% 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, 2%. With Claude Mythos Preview (early), measured in April 2026, 17%. Today's estimate: 18%.

0%10%20%30%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: 2% within reacho3, April 2025: 7% within reachGPT-5, August 2025: 9% within reachGemini 3 Pro, November 2025: 12% within reachClaude Opus 4.5, November 2025: 12% within reachGPT-5.2, December 2025: 14% within reachClaude Opus 4.6, February 2026: 14% within reachClaude Mythos Preview (early), April 2026: 17% within reachToday (estimate), September 2026: 18% 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 . 12 tasks from .

TaskKind
Lift, push, and swing nozzles, hoses, and tubes to direct spray over designated areas.Done hourly or more by most who do it. 27%50 min25 min to 2.5 hStays with people
Cover areas to specified depths with pesticides, applying knowledge of weather conditions, droplet sizes, elevation-to-distance ratios, and obstructions.Done more than weekly by most who do it. 22%1.3 h25 min to 3.3 hStays with people
Establish driving routes for pesticide applications.Done daily by most who do it. 11%38 min17 min to 1.3 h100%Half by now
Mix pesticides, herbicides, or fungicides for application to trees, shrubs, lawns, or botanical crops.Done daily by most who do it. 8%25 min13 min to 42 minStays with people
Identify lawn or plant diseases to determine the appropriate course of treatment.Done hourly or more by most who do it.7%25 min13 min to 50 minStays with people
Fill sprayer tanks with water and chemicals, according to formulas.Done daily by most who do it. 7%21 min13 min to 33 minStays with people
Record information about pesticide applications, such as the type used and amount applied.Done hourly or more by most who do it. 7%13 min4 min to 21 min100%Half by now
Connect hoses and nozzles selected according to terrain, distribution pattern requirements, types of infestations, and velocities.Done hourly or more by most who do it. 6%17 min8 min to 25 minStays with people
Start motors and engage machinery, such as sprayer agitators or pumps or portable spray equipment.Done daily by most who do it. 3%8 min4 min to 13 minStays with people
Clean or service machinery to ensure operating efficiency, using water, gasoline, lubricants, or hand tools.Done daily by most who do it. 2%33 min17 min to 1.1 hStays with people
Plant grass with seed spreaders, and operate straw blowers to cover seeded areas with mixtures of asphalt and straw.Done yearly or less by most who do it.0.9%1.7 h25 min to 4.2 hStays with people
Provide driving instructions to truck drivers to ensure complete coverage of designated areas, using hand and horn signals.Done yearly or less by most who do it.0.2%33 min13 min to 1.3 hStays with people

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.