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Automation Risk Analysis

Will “Gum Dipper” be Automated?

Historical Context: Oxford Study (2013)

Ranked #502 of 702. Estimated risk: 87.0%

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AI Exposure Risk

51%

“Gum Dipper” 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%

“Gum Dipper” 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.

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

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

  • 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.

  • 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.

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

  • 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.

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

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

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

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

  • Check equipment to ensure that it is operating properly.

  • 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.

Technologies & Software

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