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Automation Risk Analysis

Will “Land Conservation Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #502 of 702. Estimated risk: 87.0%

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AI Exposure Risk

51%

“Land Conservation Specialist” 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%

“Land Conservation Specialist” 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

  • 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.

  • 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.

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

Technologies & Software

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