Evolving

Last Update: 2/18/2026

Your role’s AI Resilience Score is

48.5%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
Medium

What does this resilience result mean?

These roles are shifting as AI becomes part of everyday workflows. Expect new responsibilities and new opportunities.

AI Resilience Report for

Pesticide Handlers, Sprayers, and Applicators, Vegetation

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

This role is evolving

This career is labeled as "Evolving" because AI and robots are being integrated to handle the toughest and most precise tasks, like large-area spraying, which helps save time and chemicals. However, human skills are still essential for planning, mixing chemicals, spotting diseases, and making careful judgments about plant health.

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Learn more about how you can thrive in this position

View analysis
Chat with Coach
Latest news
More career info
Analysis
Chat
News
More

This role is evolving

This career is labeled as "Evolving" because AI and robots are being integrated to handle the toughest and most precise tasks, like large-area spraying, which helps save time and chemicals. However, human skills are still essential for planning, mixing chemicals, spotting diseases, and making careful judgments about plant health.

Read full analysis

Contributing Sources

We aggregate scores from multiple models and supplement with employment projections for a more accurate picture of this occupation’s resilience. Expand to view all sources.

AI Resilience

AI Resilience Model v1.0

AI Task Resilience

Learn about this score
Evolving iconEvolving

48.0%

48.0%

Microsoft's Working with AI

AI Applicability

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Stable iconStable

74.8%

74.8%

Will Robots Take My Job

Automation Resilience

Learn about this score
Changing fast iconChanging fast

29.0%

29.0%

Medium Demand

Labor Market Outlook

We use BLS employment projections to complement the AI-focused assessments from other sources.

Learn about this score

Growth Rate (2024-34):

3.8%

Growth Percentile:

60.7%

Annual Openings:

4,100

Annual Openings Pct:

35.5%

Analysis of Current AI Resilience

Pesticide Handlers

Updated Quarterly • Last Update: 2/18/2026

Analysis
Suggested Actions
State of Automation

What's changing and what's not

Today, farmers use some high-tech helpers but much of the work still needs people. For example, applicators now sometimes use GPS-guided tractors and even drone sprayers. One company’s autonomous eVTOL drone (approved by the FAA) can carry 200 pounds of spray and cover 60 acres in an hour [1].

Research robots can already recognize weeds in a vineyard and target-spray them, cutting pesticide use by 65–85% [2]. Even the O*NET description of the job notes that workers “use… drones or GPS systems” to improve spraying accuracy [3]. Experiments also show machines that zap weeds with lasers and AI cameras – truly sci-fi stuff – can kill thousands of weeds per minute without chemicals [4].

However, most core tasks remain human-led. Workers still mix chemicals by hand in tanks, start the sprayer engine, and physically aim hoses over lawns and bushes. No robot yet can climb a tree and judge a plant’s health quite as well as a trained applicator.

On the good side, AI tools are helping. For instance, smartphone apps now let a user snap a photo of a sick plant and get an instant diagnosis or treatment advice [5]. These tools augment the worker’s skill rather than replace it.

In short, machines handle heavy lifting, precision, or routine spraying (keeping farmers out of harm’s way), but people still do the planning, mixing, and fine decision-making (like spotting a disease) in this role.

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AI Adoption

AI in the real world

Whether farms rush to use AI tools depends on many factors. Big farms with steep plots or labor shortages are quicker to invest. In France, for example, lawmakers just allowed drones to spray “low-risk” pesticides on steep vineyards because drones are faster and safer than manual spraying [6].

Saving labor is a big reason: many growers face worker woe, so even expensive robots become attractive if they cut down hard, costly work [5] [7]. Indeed, industry studies say precision spray systems can save chemicals and make crop care more efficient [7] [6].

On the flip side, new gear is expensive and complex. Small farmers may hesitate if the upfront cost or training is high [5] [7]. and many want proof that machines do as good a job as people. Social factors matter too: people worry about losing work or having to learn new skills.

Regulations also play a role – some countries now safely allow agricultural drones under strict rules [6]. In the U.S., job projections remain steady [3], reflecting that many growers expect people to keep doing this work.

Overall, AI and robots will likely continue augmenting this career – taking over the toughest or most precise parts (like large-area spraying) and helping growers save time and chemicals. But human skills (judgment, careful mixing, disease recognition, and safe operation) will still be valuable. The future is more about people working with machines than being wholly replaced by them [7] [1].

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More Career Info

Career: Pesticide Handlers, Sprayers, and Applicators, Vegetation

Employment & Wage Data

Median Wage

$45,200

Jobs (2024)

29,600

Growth (2024-34)

+3.8%

Annual Openings

4,100

Education

High school diploma or equivalent

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2024-2034

Task-Level AI Resilience Scores

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

1

75% ResilienceSupplemental

Provide driving instructions to truck drivers to ensure complete coverage of designated areas, using hand and horn signals.

2

70% ResilienceCore Task

Identify lawn or plant diseases to determine the appropriate course of treatment.

3

60% ResilienceCore Task

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

4

55% ResilienceSupplemental

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

5

50% ResilienceCore Task

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

6

45% ResilienceCore Task

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

7

40% ResilienceCore Task

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

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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