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How a pesticide handler / sprayer / applicator (vegetation) can use AI, task by task

O*NET 37-3012.00: Pesticide Handlers, Sprayers, and Applicators, VegetationMedian pay $46,340/year (BLS, May 2025)12 tasksJob Zone 2: Some preparation

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.

Type your own title and every prompt on this page updates to match. Also called: Applicator, Chemical Applicator, Herbicide Applicator, IPM Technician (Integrated Pest Management Technician), Lawn Specialist, Pesticide Applicator, Shrub Technician (Shrub Tech), Spray Applicator, Spray Technician (Spray Tech), Sprayer.

Where AI fits in this job

AI-ready 14%AI-assist 11%Stays human 76%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 1 AI-ready, 2 AI-assist and 9 human-led tasks out of 12. This measures where AI can help, not whether the job will disappear.

Information & paperwork
Thinking & planning
People & communication
Leading & teaching
Hands-on & physical

Shape of the job: importance of each kind of work activity (O*NET, 1 to 5).

🗓 Start here on Monday

The most frequent, most important tasks where AI can help right away.

  1. Record information about pesticide applications, such as the type used and amount applied.Write it up · Several times a day
  2. Establish driving routes for pesticide applications.Plan & schedule · Daily
  3. Provide driving instructions to truck drivers to ensure complete coverage of designated areas, using hand and horn signals.Train & teach · A few times a year

💪 Lean into these

Core tasks that stay human. These skills get more valuable as the routine work gets automated.

  1. Fill sprayer tanks with water and chemicals, according to formulas.Hands-on work · Daily
  2. Lift, push, and swing nozzles, hoses, and tubes to direct spray over designated areas.Hands-on work · Several times a day
  3. Mix pesticides, herbicides, or fungicides for application to trees, shrubs, lawns, or botanical crops.Hands-on work · Daily

Skills to build & where you could move ↓

AI can draft these 1

AI produces a usable first pass. You review it, fix it and own it.

Record information about pesticide applications, such as the type used and amount applied.

Several times a day

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a pesticide handler / sprayer / applicator (vegetation). Part of my job is to record information about pesticide applications, such as the type used and amount applied.

Procedure: [security, installation]
Notes: [paste]

Draft a clear documented procedure. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Procedure documentation

Step 1Pick a real example: the next time you record information about pesticide applications.
Step 2Fill in [Procedure] and [Notes] with the real details, then run the prompt.
Step 3Check every fact, name and number against your source before it goes anywhere.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 4.8/5 · core task · O*NET work activity: Document operational procedures.. Also involves: Maintain operational records..

AI can help you prep these 2

AI speeds up the prep, drafting or thinking. The core of the task is still yours.

Establish driving routes for pesticide applications.

Daily

AI lays out options and timelines to react to.

Show prompt & steps

AI can lay out options, timelines and checklists to react to. Fitting it to your people, budget and situation is your call.

Ready-to-use prompt

I work as a pesticide handler / sprayer / applicator (vegetation). Part of my job is to establish driving routes for pesticide applications.

Context: We use Microsoft Excel; the work draws on biology, chemistry and sales and marketing.
Trip: [route, vehicle or aircraft, load]
Conditions: [weather, traffic, restrictions]

Compare routes and speeds for safety, time and cost. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: Route and speed planning

Step 1Pick a real example: the next time you establish driving routes (today).
Step 2Fill in [Trip] and [Conditions] with the real details, then run the prompt.
Step 3Cross out anything that won't work on the ground and ask AI to revise with your corrections.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 4.0/5 · core task · O*NET work activity: Choose optimal transportation routes or speeds.. Also involves: Establish operational policies..

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

A few times a year

AI preps the materials; reading the room is you.

Show prompt & steps

AI preps the materials: lesson outlines, quizzes, examples, practice scenarios. Reading the room and coaching people is still you.

Ready-to-use prompt

I work as a pesticide handler / sprayer / applicator (vegetation). Part of my job is to provide driving instructions to truck drivers to ensure complete coverage of designated areas, using hand and horn signals.

Context: The work draws on biology, chemistry and sales and marketing.
Policies: [describe]
Staff: [volunteers, employees]

Plan a short session with scenarios. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Policy training

Step 1Pick a real example: the next time you provide driving instructions.
Step 2Fill in [Policies] and [Staff] with the real details, then run the prompt.
Step 3Swap one AI example for a real story from your own work. Real stories are what people remember.

Check that every procedure in the material matches your workplace's actual standards.

Importance 1.5/5 · O*NET work activity: Instruct staff in work policies or procedures..

These stay human 9

They need your hands, your presence or your accountable judgment. Lean into them: they get more valuable as routine work is automated.

📏 Measured in this job (O*NET work context): Face-to-face discussions: once a week or more but not every day · Outdoors in all weather: once a week or more but not every day · Frequency of decisions: once a week or more but not every day · Using hands on tools and objects: more than half the time

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

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a pesticide handler / sprayer / applicator (vegetation). Part of my job is to fill sprayer tanks with water and chemicals, according to formulas.

Context: The work draws on biology, chemistry and sales and marketing.
Product: [fertilizer, pesticide, cleaner]
Application: [area, target]

Make a checklist: label rate, mixing order, PPE, and disposal. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Chemical prep checklist

Step 1Pick a real example: the next time you fill sprayer tanks (today).
Step 2Fill in [Product] and [Application] with the real details, then run the prompt.
Step 3Follow the product label exactly. The label is the law. Check it against the manufacturer's manual and your site procedure before you rely on it.

Safety-critical: AI output is a starting point. Follow your site's procedures and the manufacturer's guidance.

Importance 4.8/5 · core task · O*NET work activity: Prepare chemicals for work application..

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

Several times a day

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a pesticide handler / sprayer / applicator (vegetation). Part of my job is to lift, push, and swing nozzles, hoses, and tubes to direct spray over designated areas.

Context: The work draws on biology, chemistry and sales and marketing.
Treatment: [fumigant, spray]
Site: [rooms, crops]

List prep, application and re-entry rules. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Fumigation or spray prep

Step 1Pick a real example: the next time you lift, push and swing nozzles, hoses, and tubes.
Step 2Fill in [Treatment] and [Site] with the real details, then run the prompt.
Step 3Follow the label and your licence conditions.

Importance 4.2/5 · core task · O*NET work activity: Treat greenery or surfaces with protective substances..

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

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a pesticide handler / sprayer / applicator (vegetation). Part of my job is to mix pesticides, herbicides, or fungicides for application to trees, shrubs, lawns, or botanical crops.

Context: The work draws on biology, chemistry and sales and marketing.
Product: [fertilizer, pesticide, cleaner]
Application: [area, target]

Make a checklist: label rate, mixing order, PPE, and disposal. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Chemical prep checklist

Step 1Pick a real example: the next time you mix pesticides, herbicides and fungicides (today).
Step 2Fill in [Product] and [Application] with the real details, then run the prompt.
Step 3Follow the product label exactly. The label is the law. Confirm the rules against the current official source.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

Importance 4.5/5 · core task · O*NET work activity: Prepare chemicals for work application..

Start motors and engage machinery, such as sprayer agitators or pumps or portable spray equipment.

Several times a day

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a pesticide handler / sprayer / applicator (vegetation). Part of my job is to start motors and engage machinery, such as sprayer agitators or pumps or portable spray equipment.

Context: The work draws on biology, chemistry and sales and marketing.
Equipment: [mower, trimmer, sprayer]
Job: [describe]

List pre-use checks and safe use. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Grounds equipment use

Step 1Pick a real example: the next time you start motors.
Step 2Fill in [Equipment] and [Job] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.3/5 · core task · O*NET work activity: Operate grounds maintenance equipment..

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

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a pesticide handler / sprayer / applicator (vegetation). Part of my job is to connect hoses and nozzles selected according to terrain, distribution pattern requirements, types of infestations, and velocities.

Context: The work draws on biology, chemistry and sales and marketing.
Equipment: [mower, trimmer, sprayer]
Job: [describe]

List pre-use checks and safe use. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Grounds equipment use

Step 1Pick a real example: the next time you connect hoses and nozzles (today).
Step 2Fill in [Equipment] and [Job] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 3.9/5 · core task · O*NET work activity: Operate grounds maintenance equipment..

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

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a pesticide handler / sprayer / applicator (vegetation). Part of my job is to cover areas to specified depths with pesticides, applying knowledge of weather conditions, droplet sizes, elevation-to-distance ratios, and obstructions.

Context: The work draws on biology, chemistry and sales and marketing.
Treatment: [fumigant, spray]
Site: [rooms, crops]

List prep, application and re-entry rules. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Fumigation or spray prep

Step 1Pick a real example: the next time you cover areas (today).
Step 2Fill in [Treatment] and [Site] with the real details, then run the prompt.
Step 3Follow the label and your licence conditions.

Importance 3.8/5 · core task · O*NET work activity: Treat greenery or surfaces with protective substances..

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

Daily

Needs your eyes on site. AI can build the checklist and the report.

Show prep prompt & steps

Where AI still helps: AI can build your inspection checklists, explain standards and turn your notes and photos into clean reports.

Prep prompt

I work as a pesticide handler / sprayer / applicator (vegetation). Part of my job is to identify lawn or plant diseases to determine the appropriate course of treatment.

Context: The work draws on biology, chemistry and sales and marketing.
Plants: [species, setting]
Symptoms: [spots, wilting, pests]

List likely diseases or pests, how to confirm, treatment options and label rules. Group it by area, say what 'good' and 'bad' look like for each item, and add a short template for writing up what I find.

10-minute exercise: Plant and lawn diagnosis

Step 1Pick a real example: the next time you identify lawn (today).
Step 2Fill in [Plants] and [Symptoms] with the real details, then run the prompt.
Step 3Take it with you next time, tick it alongside your usual routine, and add anything it missed. Confirm the rules against the current official source.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

Importance 4.2/5 · O*NET work activity: Inspect landscaping to determine treatment needs..

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

Weekly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a pesticide handler / sprayer / applicator (vegetation). Part of my job is to clean or service machinery to ensure operating efficiency, using water, gasoline, lubricants, or hand tools.

Context: The work draws on biology, chemistry and sales and marketing.
Equipment: [rides, gym, supplies]
Disinfectant: [product]

List steps, contact times and PPE. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Equipment cleaning and disinfecting

Step 1Pick a real example: the next time you clean or service machinery (this week).
Step 2Fill in [Equipment] and [Disinfectant] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.0/5 · core task · O*NET work activity: Clean equipment or supplies.. Also involves: Maintain equipment or systems to ensure proper functioning..

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

A few times a year

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a pesticide handler / sprayer / applicator (vegetation). Part of my job is to plant grass with seed spreaders, and operate straw blowers to cover seeded areas with mixtures of asphalt and straw.

Context: The work draws on biology, chemistry and sales and marketing.
Area: [beds, slopes, lawn]
Plants or seed: [types]

Plan planting, mulching and watering steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Planting plan

Step 1Pick a real example: the next time you plant grass.
Step 2Fill in [Area] and [Plants or seed] with the real details, then run the prompt.
Step 3Check plant choices against local climate and site conditions.

Importance 2.3/5 · O*NET work activity: Plant greenery to improve landscape appearance.. Also involves: Operate grounds maintenance equipment..

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Your next moves

Skills to build

From O*NET's ratings of how important each skill is in this job, matched to which part of the work it supports.

Stays human Deepen these

They power the human-led work, which is the part of the job AI can't take over.

  • Operations Monitoringimportance 3.0/5
    Used in: Controlling Machines and Processes
  • Operation and Controlimportance 2.9/5
    Used in: Controlling Machines and Processes
  • Monitoringimportance 2.6/5
    Used in: Monitoring Processes, Materials, or Surroundings

With AI Use these to work with AI

When AI does the first draft, these are the skills you use to brief it and check what comes back.

  • Writingimportance 2.5/5
    Used in: Documenting/Recording Information
  • Reading Comprehensionimportance 2.9/5
    Used in: Making Decisions and Solving Problems
  • Active Listeningimportance 2.9/5
    Used in: Making Decisions and Solving Problems
  • Critical Thinkingimportance 2.9/5
    Used in: Making Decisions and Solving Problems

Where you could move

Related jobs from O*NET with the closest skill profile, favouring ones where more of the work stays human. No step down in preparation.

New tasks appearing in this job

O*NET has started tracking 1 new or updated task here: 0 AI-ready, 0 AI-assist, 1 stays human. They have no worker ratings yet, so they aren't counted in the bar above.

Use new technology and equipment, such as drones or GPS systems, to apply pesticides more accurately and efficiently.

New in O*NET

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a pesticide handler / sprayer / applicator (vegetation). Part of my job is to use new technology and equipment, such as drones or GPS systems, to apply pesticides more accurately and efficiently.

Context: The work draws on biology, chemistry and sales and marketing.
Job details: [drones or GPS systems: materials, specs, model numbers, site conditions]

Make me a pre-job checklist to use new technology and equipment (tools, materials, safety steps), the key measurements or calculations to double-check, and a 3-line template for logging the job when I'm done. Flag anything to check against the manufacturer's manual.

10-minute exercise: Pre-job checklist: new technology and equipment

Step 1Before you next use new technology and equipment, put the real materials, specs and site conditions in [Job details].
Step 2Strike anything that doesn't match your manual or site rules. Add the steps only experience teaches.
Step 3After the job, log it with the 3-line template and note one thing to do faster or safer next time.

New O*NET task (05/2025). O*NET hasn't linked it to work activities yet, so it was labelled by hand.

Getting into this job

O*NET has not surveyed education and training for this occupation yet.

Software in this job

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