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Automation Risk Analysis

Will “Chemical Sprayer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #502 of 702. Estimated risk: 87.0%

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AI Exposure Risk

51%

“Chemical Sprayer” will maybe 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 51% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

51%

“Chemical Sprayer” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 51% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Forest and Conservation Workers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Under supervision, perform manual labor necessary to develop, maintain, or protect areas such as forests, forested areas, woodlands, wetlands, and rangelands through such activities as raising and transporting seedlings; combating insects, pests, and diseases harmful to plant life; and building structures to control water, erosion, and leaching of soil. Includes forester aides, seedling pullers, tree planters, and gatherers of nontimber forestry products such as pine straw.

Avg. Annual Salary $42,830
Avg. Hourly Wage $20.59
Available Jobs (US) 5,630
Job Title & Hierarchy Code (SOC) Forest and Conservation Workers #45-4011
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Forest and Conservation Workers”

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Core Skills & Abilities

  • Identify diseased or undesirable trees and remove them, using power saws or hand saws.

  • Select or cut trees according to markings or sizes, types, or grades.

  • Operate skidders, bulldozers, or other prime movers to pull a variety of scarification or site preparation equipment over areas to be regenerated.

  • Prune or shear tree tops or limbs to control growth, increase density, or improve shape.

  • Erect signs or fences, using posthole diggers, shovels, or other hand tools.

  • Maintain campsites or recreational areas, replenishing firewood or other supplies and cleaning kitchens or restrooms.

  • Confer with other workers to discuss issues, such as safety, cutting heights, or work needs.

  • Maintain tallies of trees examined and counted during tree marking or measuring efforts.

  • Provide assistance to forest survey crews by clearing site-lines, holding measuring tools, or setting stakes.

  • Fight forest fires or perform prescribed burning tasks under the direction of fire suppression officers or forestry technicians.

  • Select tree seedlings, prepare the ground, or plant the trees in reforestation areas, using manual planting tools.

  • Check equipment to ensure that it is operating properly.

  • Explain or enforce regulations regarding camping, vehicle use, fires, use of buildings, or sanitation.

  • Perform fire protection or suppression duties, such as constructing fire breaks or disposing of brush.

  • Thin or space trees, using power thinning saws.

  • Sort tree seedlings, discarding substandard seedlings, according to standard charts or verbal instructions.

  • Spray or inject vegetation with insecticides to kill insects or to protect against disease or with herbicides to reduce competing vegetation.

Technologies & Software

  • Leica Geosystems ERDAS IMAGINE
  • Microsoft PowerPoint
  • Climate FieldView
  • Microsoft Office software
  • Microsoft Outlook
  • Microsoft Excel
  • Database software
  • Geographic information system GIS software
  • Microsoft Access
  • IBM Lotus Notes
  • Llama (Meta)
  • ESRI ArcGIS software
  • Kimi (Moonshot AI)
  • Taranis AI
  • Word processing software
  • Microsoft Project
  • ChatGPT (OpenAI)
  • Blue River Technology AI
  • Gemini (Google)
  • Microsoft Windows
  • John Deere AI
  • DeepSeek
  • Claude (Anthropic)
  • Qwen (Alibaba)
  • IBM Lotus 1-2-3
  • Mistral (Mistral AI)
  • Nova (Amazon)
  • Microsoft Word
  • Geographic information system GIS systems
  • Grok (xAI)
  • Spray guns
  • Fire trucks
  • Harvesting machines
  • Portable data collectors
  • Hand saws
  • Dibblers
  • Four wheel drive 4WD vehicles
  • Backhoes
  • Two way radios
  • Directional compasses
  • Loppers
  • Backpack sprayers
  • Riding mowers
  • Weedeaters
  • Epicormic knives
  • Straight screwdrivers
  • Dump trucks
  • Water pumps
  • Brush hogs
  • Portable ladders
  • Geodetic ground global positioning system GPS receivers
  • Electronic measuring devices
  • Pruning saws
  • Planting drills
  • Hard hats
  • Claw hammers
  • Chain saws
  • Phillips head screwdrivers
  • Spades
  • Mattocks
  • Power drills
  • Herbicide sprayers
  • Protective ear muffs
  • Measuring tapes
  • Multipurpose tractors
  • Personal computers
  • Motorboats
  • Fire plows