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Automation Risk Analysis

Will “Forest Worker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #502 of 702. Estimated risk: 87.0%

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AI Exposure Risk

51%

“Forest Worker” 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 Worker” 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.

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

  • Check equipment to ensure that it is operating properly.

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

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

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

  • 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.

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

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

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

  • Thin or space trees, using power thinning saws.

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

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

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

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

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

Technologies & Software

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