Somewhat Resilient

Last Update: 10/7/2026

AI Resilience Score for Pesticide Handlers:

49.6%

Median Score

Meaningful human contribution

High

Long-term employer demand

Med

Sustained economic opportunity

Low

Our confidence in this score:
Medium-high

Methodology and Scoring Rationale

To score how resilient pesticide handling and vegetation application is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For pesticide handlers, six of eight sources had data, with Anthropic and Adaptive Capacity missing. Most AI exposure sources agreed: AI Resilience Model, Microsoft, and OpenAI Signals all rated human contribution high, though Will Robots Take My Job disagreed, keeping confidence at medium-high. Strong hands-on work offset weak pay signals, landing this role at "Somewhat Resilient."

AI Resilience Report forPesticide Handlers, Sprayers, and Applicators, Vegetation

$46,340 median salary•3,300 annual openings•SOC Code: 37-3012.00

Pesticide Handlers, Sprayers, and Applicators, Vegetation are somewhat less resilient to AI impacts than most occupations, according to our analysis of 6 sources.

This career is labeled "Somewhat Resilient" because AI is genuinely changing parts of the job, like route planning, record keeping, and weed mapping, but it cannot replace the licensed human who mixes chemicals, makes judgment calls near water or wildlife, and takes legal responsibility for every application. Tools like smart spray systems and AI-assisted drones are becoming more common, and workers who learn to use them will have a real advantage over those who don't.

Learn more about how you can thrive in this position

This role is somewhat resilient

This career is labeled "Somewhat Resilient" because AI is genuinely changing parts of the job, like route planning, record keeping, and weed mapping, but it cannot replace the licensed human who mixes chemicals, makes judgment calls near water or wildlife, and takes legal responsibility for every application. Tools like smart spray systems and AI-assisted drones are becoming more common, and workers who learn to use them will have a real advantage over those who don't.

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Analysis of current AI resilience

Pesticide Handlers

Updated quarterly

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How can Pesticide Handlers prepare for AI?

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Latest AI news for Pesticide Handlers

These articles highlight the evolving role of AI in the field of pesticide handling and application. For example, drone technology is increasingly used for spraying, which may reduce the demand for human sprayers. However, the risk of job loss is minimal, as hands-on tasks remain vital. The insights suggest that while AI will change some aspects of the job, many roles will still require human expertise, especially in diagnostics. This indicates a need for resilience and adaptability in your career, embracing technology while honing traditional skills.

More Career Info

Career: Pesticide Handlers, Sprayers, and Applicators, Vegetation

They protect plants by safely applying chemicals to control pests and diseases, ensuring crops and landscapes stay healthy.

Employment & Wage Data

Median Wage

$46,340

Jobs (2025)

25,700

Growth (2025-35)

+3.9%

Annual Openings

3,300

Education

High school diploma or equivalent

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

85% ResilienceSupplemental

Plant grass with seed spreaders, and operate straw blowers to cover seeded areas with mixtures of asphalt and straw.

2

82% ResilienceCore Task

Connect hoses and nozzles selected according to terrain, distribution pattern requirements, types of infestations, and velocities.

3

80% ResilienceCore Task

Lift, push, and swing nozzles, hoses, and tubes to direct spray over designated areas.

4

78% ResilienceCore Task

Clean or service machinery to ensure operating efficiency, using water, gasoline, lubricants, or hand tools.

5

75% ResilienceCore Task

Cover areas to specified depths with pesticides, applying knowledge of weather conditions, droplet sizes, elevation-to-distance ratios, and obstructions.

6

70% ResilienceCore Task

Mix pesticides, herbicides, or fungicides for application to trees, shrubs, lawns, or botanical crops.

7

65% ResilienceCore Task

Fill sprayer tanks with water and chemicals, according to formulas.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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