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Automation Risk Analysis

Will “Rangelands Conservation Laborer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #502 of 702. Estimated risk: 87.0%

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AI Exposure Risk

51%

“Rangelands Conservation Laborer” 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%

“Rangelands Conservation Laborer” 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

  • 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.

  • 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.

  • Check equipment to ensure that it is operating properly.

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

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

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

  • 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.

  • 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.

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

  • Thin or space trees, using power thinning saws.

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

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

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

Technologies & Software

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