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Automation Risk Analysis

Will “Fire Prevention Forester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #43 of 702. Estimated risk: 0.8%

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AI Exposure Risk

47%

“Fire Prevention 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%

“Fire Prevention 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

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

  • Develop techniques for measuring and identifying trees.

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

  • Perform inspections of forests or forest nurseries.

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

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

  • 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.

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

  • Direct, and participate in, forest fire suppression.

  • Develop new techniques for wood or residue use.

  • 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.

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

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

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

  • Supervise activities of other forestry workers.

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

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

  • Conduct public educational programs on forest care and conservation.

  • Procure timber from private landowners.

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

  • 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.

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

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

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

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

Technologies & Software

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