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Automation Risk Analysis

Will “Commercial Lawn Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #654 of 702. Estimated risk: 97.0%

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AI Exposure Risk

40%

“Commercial Lawn Specialist” will probably not be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 40% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Commercial Lawn Specialist” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Pesticide Handlers, Sprayers, and Applicators, Vegetation, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: 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.

Avg. Annual Salary $45,960
Avg. Hourly Wage $22.10
Available Jobs (US) 25,200
Job Title & Hierarchy Code (SOC) Pesticide Handlers, Sprayers, and Applicators, Vegetation #37-3012
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Pesticide Handlers, Sprayers, and Applicators, Vegetation”

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Core Skills & Abilities

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

  • Unit conversion software
  • Lionsbot AI
  • Google Android
  • Avidbots (Cleaning Robots)
  • Customer database software
  • Rate calculation software
  • Materials inventory software
  • Microsoft Excel
  • iRobot
  • Microsoft Outlook
  • Microsoft Office software
  • Facebook
  • Geographic information system GIS systems
  • Protective safety glasses
  • Air purifying respirators
  • Broadcast boom sprayers
  • Face masks
  • Power sprayers
  • Digital flowmeters
  • Electrostatic spray guns
  • Thermal foggers
  • Protective face shields
  • Digital stopwatches
  • Boom sprayers
  • Chemical-resistant suits
  • Measuring containers
  • Cold foggers
  • Safety goggles
  • Personal computers
  • Mechanical aerosol generators
  • Seed spreaders
  • Measuring tapes
  • Handheld pump sprayers
  • Tablet computers
  • Backpack sprayers
  • Laptop computers
  • Chemical protection gloves
  • Truck mounted sprayers
  • Chemical-resistant footwear