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Automation Risk Analysis

Will “Environmental Field Laborer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #502 of 702. Estimated risk: 87.0%

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AI Exposure Risk

51%

“Environmental Field 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%

“Environmental Field 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

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

  • 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.

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

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

  • Check equipment to ensure that it is operating properly.

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

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

  • 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.

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

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

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

  • Thin or space trees, using power thinning saws.

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

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

Technologies & Software

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