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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.

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

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

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

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

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

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

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

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

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

  • Check equipment to ensure that it is operating properly.

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

  • Thin or space trees, using power thinning saws.

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

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

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

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

Technologies & Software

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