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 botanical crops. Usually requires specific training and State or Federal certification.
AI Impact Summary
Pesticide Handlers, Sprayers, and Applicators, Vegetation faces moderate AI displacement risk with a score of 28/100. This occupation has higher AI displacement risk than 30% of all analyzed occupations. Of 12 analyzed tasks, 2 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Information Ordering is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
AI-Resistant Skills (11)
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Pesticide Handlers, Sprayers, and Applicators, Vegetation skill gaps, ranked by relevance to your displacement risk profile.
Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.
Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
SQL Fundamentals Skill Track
by DataCamp
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Google UX Design Professional Certificate
by Google
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.
Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.
Education & Training
Percentage of workers at each education and training level
Education Level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
12 tasks analyzed
Mix pesticides, herbicides, or fungicides for application to trees, shrubs, lawns, or botanical crops.
Fill sprayer tanks with water and chemicals, according to formulas.
Lift, push, and swing nozzles, hoses, and tubes to direct spray over designated areas.
Identify lawn or plant diseases to determine the appropriate course of treatment.
Cover areas to specified depths with pesticides, applying knowledge of weather conditions, droplet sizes, elevation-to-distance ratios, and obstructions.
Start motors and engage machinery, such as sprayer agitators or pumps or portable spray equipment.
Connect hoses and nozzles selected according to terrain, distribution pattern requirements, types of infestations, and velocities.
Clean or service machinery to ensure operating efficiency, using water, gasoline, lubricants, or hand tools.
Provide driving instructions to truck drivers to ensure complete coverage of designated areas, using hand and horn signals.
Plant grass with seed spreaders and operate straw blowers to cover seeded areas with mixtures of asphalt and straw.
Establish driving routes for pesticide applications.
Record information about pesticide applications, such as the type used and amount applied.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Mix pesticides, herbicides, or fungicides for application to trees, shrubs, lawns, or botanical crops. | 40Estimated | 49.0% | 10% | |
| Fill sprayer tanks with water and chemicals, according to formulas. | 40Estimated | 49.0% | 10% | |
| Lift, push, and swing nozzles, hoses, and tubes to direct spray over designated areas. | 10Estimated | 13.0% | 20% | |
| Identify lawn or plant diseases to determine the appropriate course of treatment. | 80Estimated | 59.0% | 8% | |
| Cover areas to specified depths with pesticides, applying knowledge of weather conditions, droplet sizes, elevation-to-distance ratios, and obstructions. | 40Estimated | 25.0% | 15% | |
| Start motors and engage machinery, such as sprayer agitators or pumps or portable spray equipment. | 35Estimated | 47.0% | 5% | |
| Connect hoses and nozzles selected according to terrain, distribution pattern requirements, types of infestations, and velocities. | 30Estimated | 45.0% | 5% | |
| Clean or service machinery to ensure operating efficiency, using water, gasoline, lubricants, or hand tools. | 20Estimated | 41.0% | 8% | |
| Provide driving instructions to truck drivers to ensure complete coverage of designated areas, using hand and horn signals. | 10Estimated | 19.0% | 5% | |
| Plant grass with seed spreaders and operate straw blowers to cover seeded areas with mixtures of asphalt and straw. | 30Estimated | 45.0% | 5% | |
| Establish driving routes for pesticide applications. | 92Estimated | 86.0% | 4% | |
| Record information about pesticide applications, such as the type used and amount applied. | 95Estimated | 87.2% | 5% |
Protective Factors
Total protective discount: 28.1%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$45,200
per year
Mean Wage
$45,960
per year
Employment
25K
workers
Wage Range
$34,590 - $58,910
10th - 90th pct
Wage Distribution
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Pesticide Handlers, Sprayers, and Applicators, Vegetation professionals should diversify beyond them.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
Information Ordering is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Reading Comprehension
Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Mathematics
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Memorization
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Manual Dexterity
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
- Coordination
Coordination is AI-resistant — strengthening this skill provides durable career protection.
- Complex Problem Solving
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Tools to Adopt
AI can amplify these skills. Learn the tools that augment rather than replace your work.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Judgment and Decision Making
Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Monitoring
Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Writing
Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 2 scoring runs
overall change