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Automation Risk Analysis

Will “Urban Forester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #43 of 702. Estimated risk: 0.8%

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AI Exposure Risk

47%

“Urban 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%

“Urban 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 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.

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

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

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

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

  • Conduct public educational programs on forest care and conservation.

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

  • 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.

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

  • Procure timber from private landowners.

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

  • Direct, and participate in, forest fire suppression.

  • Develop techniques for measuring and identifying trees.

  • Supervise activities of other forestry workers.

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

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

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

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

  • 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.

  • 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.

  • 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

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