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Automation Risk Analysis

Will “Forest Aide” be Automated?

Historical Context: Oxford Study (2013)

Ranked #502 of 702. Estimated risk: 87.0%

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AI Exposure Risk

51%

“Forest Aide” 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%

“Forest Aide” 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

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

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

  • Check equipment to ensure that it is operating properly.

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

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

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

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

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

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

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

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

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

  • Thin or space trees, using power thinning saws.

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

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

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

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

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