Will AI replace Pesticide Handlers, Sprayers, and Applicators, Vegetation?

What this score means

Pesticide Handlers, Sprayers, and Applicators, Vegetation is among the least exposed roles in Facilities & Services. Most of what the job involves still sits outside what current AI can do, even as the tools around it keep changing. At 12 out of 100 it scores 4 points below the Facilities & Services average of 16. Across the 3 sources behind this baseline, individual estimates run from 6 to 20, so the score is a weighted consensus rather than any single figure.

The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works

What this job actually involves

Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Pesticide Handlers, Sprayers, and Applicators, Vegetation, most central first.

• 01Mix pesticides, herbicides, or fungicides for application to trees, shrubs, lawns, or botanical crops.
• 02Fill sprayer tanks with water and chemicals, according to formulas.
• 03Lift, push, and swing nozzles, hoses, and tubes to direct spray over designated areas.
• 04Identify lawn or plant diseases to determine the appropriate course of treatment.
• 05Cover areas to specified depths with pesticides, applying knowledge of weather conditions, droplet sizes, elevation-to-distance ratios, and obstructions.
• 06Start motors and engage machinery, such as sprayer agitators or pumps or portable spray equipment.
• 07Connect hoses and nozzles selected according to terrain, distribution pattern requirements, types of infestations, and velocities.
• 08Clean or service machinery to ensure operating efficiency, using water, gasoline, lubricants, or hand tools.
• 09Provide driving instructions to truck drivers to ensure complete coverage of designated areas, using hand and horn signals.
• 10Plant grass with seed spreaders, and operate straw blowers to cover seeded areas with mixtures of asphalt and straw.

Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.

The research behind this score

This baseline aggregates 3 research sources that scored Pesticide Handlers, Sprayers, and Applicators, Vegetation for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

• 01Anthropic Economic Index 2026 - AI Task Exposure · 2026
• 02GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024
• 03AI Occupational Exposure to Language Modeling · 2023

Also covers

Agricultural Service Worker · Applicator · Applicator Sprayer · Certified Pesticide Applicator · Chemical Applicator · Commercial Lawn Specialist · Crop Applicator · Eradicator and related titles

More facilities & services occupations

• First-Line Supervisors of Housekeeping and Janitorial Workers22/100
• First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers25/100
• Grounds Maintenance Workers, All Other19/100
• Janitors and Cleaners, Except Maids and Housekeeping Cleaners12/100
• Landscaping and Groundskeeping Workers11/100
• Maids and Housekeeping Cleaners13/100
• Pest Control Workers20/100
• Tree Trimmers and Pruners11/100