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Automation Risk Analysis

Will “Land Management Forester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #43 of 702. Estimated risk: 0.8%

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AI Exposure Risk

47%

“Land Management Forester” will probably not 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 47% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

45%

“Land Management Forester” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 45% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Foresters, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Manage public and private forested lands for economic, recreational, and conservation purposes. May inventory the type, amount, and location of standing timber, appraise the timber's worth, negotiate the purchase, and draw up contracts for procurement. May determine how to conserve wildlife habitats, creek beds, water quality, and soil stability, and how best to comply with environmental regulations. May devise plans for planting and growing new trees, monitor trees for healthy growth, and determine optimal harvesting schedules.

Avg. Annual Salary $74,670
Avg. Hourly Wage $35.90
Available Jobs (US) 9,650
Job Title & Hierarchy Code (SOC) Foresters #19-1032
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Foresters”

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Core Skills & Abilities

  • Plan and implement projects for conservation of wildlife habitats and soil and water quality.

  • Determine methods of cutting and removing timber with minimum waste and environmental damage.

  • Study different tree species' classification, life history, light and soil requirements, adaptation to new environmental conditions and resistance to disease and insects.

  • Establish short- and long-term plans for management of forest lands and forest resources.

  • Subcontract with loggers or pulpwood cutters for tree removal and to aid in road layout.

  • Plan and supervise forestry projects, such as determining the type, number and placement of trees to be planted, managing tree nurseries, thinning forest and monitoring growth of new seedlings.

  • Develop new techniques for wood or residue use.

  • Develop techniques for measuring and identifying trees.

  • Contact local forest owners and gain permission to take inventory of the type, amount, and location of all standing timber on the property.

  • Supervise activities of other forestry workers.

  • Plan cutting programs and manage timber sales from harvested areas, assisting companies to achieve production goals.

  • Monitor forest-cleared lands to ensure that they are reclaimed to their most suitable end use.

  • Provide advice and recommendations, as a consultant on forestry issues, to private woodlot owners, firefighters, government agencies or to companies.

  • Negotiate terms and conditions of agreements and contracts for forest harvesting, forest management and leasing of forest lands.

  • Monitor wildlife populations and assess the impacts of forest operations on population and habitats.

  • Procure timber from private landowners.

  • Plan and direct forest surveys and related studies and prepare reports and recommendations.

  • Conduct public educational programs on forest care and conservation.

  • Choose and prepare sites for new trees, using controlled burning, bulldozers, or herbicides to clear weeds, brush, and logging debris.

  • Direct, and participate in, forest fire suppression.

  • Plan and direct construction and maintenance of recreation facilities, fire towers, trails, roads and bridges, ensuring that they comply with guidelines and regulations set for forested public lands.

  • Analyze effect of forest conditions on tree growth rates and tree species prevalence and the yield, duration, seed production, growth viability, and germination of different species.

  • Monitor contract compliance and results of forestry activities to assure adherence to government regulations.

  • Perform inspections of forests or forest nurseries.

  • Map forest area soils and vegetation to estimate the amount of standing timber and future value and growth.

Technologies & Software

  • Perplexity AI
  • Semantic Scholar AI
  • Work scheduling software
  • Microsoft Active Server Pages ASP
  • ESRI ArcGIS software
  • Microsoft Word
  • Scite AI
  • SMART service management and route tracking software
  • Geographic information system GIS systems
  • Microsoft PowerPoint
  • Microsoft Outlook
  • Forest yield software
  • Consensus
  • NotebookLM (Google)
  • Trimble CENGEA
  • Geographic information system GIS software
  • Mapping software
  • Mistral AI (chat/models)
  • Web browser software
  • Microsoft Office software
  • Gemini for Workspace
  • IBM Notes
  • Forest Metrix
  • Global positioning system GPS software
  • Fountains Forestry TwoDog
  • ESRI ArcView
  • Forest vegetation simulators
  • Claude (Anthropic)
  • Elicit
  • Microsoft Access
  • Microsoft Excel
  • Four wheel drive 4WD vehicles
  • Navigational compasses
  • Forestry axes
  • Tablet computers
  • Multipurpose front end loaders
  • Stump grinders
  • All-terrain vehicles ATV
  • Hip chains
  • Handheld dataloggers
  • Steel measuring tapes
  • Digital clinometers
  • Hand pruners
  • Global positioning system GPS devices
  • Brush chippers
  • Tree scale sticks
  • Backpack sprayers
  • Laptop computers
  • Pole pruners
  • Multipurpose skid steer loaders
  • Power loppers
  • Chainsaws
  • Hand saws
  • Power pruners
  • Computer laser printers
  • Bucket trucks
  • Personal computers
  • Computer data input scanners
  • Weed sprayers