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Automation Risk Analysis

Will “Forester Aide” be Automated?

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AI Exposure Risk

42%

“Forester Aide” 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 42% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

55%

“Forester Aide” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 55% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Forest and Conservation Technicians, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Provide technical assistance regarding the conservation of soil, water, forests, or related natural resources. May compile data pertaining to size, content, condition, and other characteristics of forest tracts under the direction of foresters, or train and lead forest workers in forest propagation and fire prevention and suppression. May assist conservation scientists in managing, improving, and protecting rangelands and wildlife habitats.

Avg. Annual Salary $56,660
Avg. Hourly Wage $27.24
Available Jobs (US) 31,080
Job Title & Hierarchy Code (SOC) Forest and Conservation Technicians #19-4071
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Forest and Conservation Technicians”

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Related Occupations & Automation Risk

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AI Risk 63%
Robot Risk 15%

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AI Risk 62%
Robot Risk 47%

Industrial Ecologists

AI Risk 61%
Robot Risk 23%

Geographers

AI Risk 61%
Robot Risk 28%

Environmental Economists

AI Risk 61%
Robot Risk 18%

Atmospheric and Space Scientists

AI Risk 61%
Robot Risk 28%

Core Skills & Abilities

  • Supervise forest nursery operations, timber harvesting, land use activities such as livestock grazing, and disease or insect control programs.

  • Provide technical support to forestry research programs in areas such as tree improvement, seed orchard operations, insect and disease surveys, or experimental forestry and forest engineering research.

  • Issue fire permits, timber permits, and other forest use licenses.

  • Develop and maintain computer databases.

  • Perform reforestation or forest renewal, including nursery and silviculture operations, site preparation, seeding and tree planting programs, cone collection, and tree improvement.

  • Patrol park or forest areas to protect resources and prevent damage.

  • Provide information about, and enforce, regulations, such as those concerning environmental protection, resource utilization, fire safety, and accident prevention.

  • Select and mark trees for thinning or logging, drawing detailed plans that include access roads.

  • Survey, measure, and map access roads and forest areas such as burns, cut-over areas, experimental plots, and timber sales sections.

  • Inspect trees and collect samples of plants, seeds, foliage, bark, and roots to locate insect and disease damage.

  • Keep records of the amount and condition of logs taken to mills.

  • Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks.

  • Monitor activities of logging companies and contractors.

  • Plan and supervise construction of access routes and forest roads.

  • Train and lead forest and conservation workers in seasonal activities, such as planting tree seedlings, putting out forest fires, and maintaining recreational facilities.

  • Provide forestry education and general information, advice, and recommendations to woodlot owners, community organizations, and the general public.

  • Measure distances, clean sightlines, and record data to help survey crews.

  • Conduct laboratory or field experiments with plants, animals, insects, diseases, and soils.

  • Manage forest protection activities, including fire control, fire crew training, and coordination of fire detection and public education programs.

  • Map forest tract data using digital mapping systems.

Technologies & Software

  • USDA Forest Vegetation Simulator FVS
  • Ben Meadows Yeoman Expedition
  • Corel Presentation
  • Perplexity AI
  • ESRI ArcView
  • Web browser software
  • LJI Technologies Lumberjack
  • Geomechanical design analysis GDA software
  • Spreadsheet software
  • Computer aided design CAD software
  • Word processing software
  • Leica Geosystems ERDAS IMAGINE
  • Forest EcoSurvey
  • Traverse PC
  • Microsoft Word
  • Facebook
  • Gemini for Workspace
  • Consensus
  • NotebookLM (Google)
  • LoggerPC software
  • Microsoft Access
  • Microsoft Excel
  • Microsoft PowerPoint
  • Assisi Forest
  • Microsoft Active Server Pages ASP
  • Semantic Scholar AI
  • Database software
  • Elicit
  • Mistral AI (chat/models)
  • Claude (Anthropic)
  • Assisi Inventory
  • RockWare ArcMap
  • JRP Consulting Plant Wizard
  • Autodesk AutoCAD LT
  • Allegro Landmark
  • PhoenixPRO Forest Activity Tracking
  • Remote sensing software
  • HARVEST
  • Photogrammetric software
  • JRP Consulting Survey Wizard
  • ESRI ArcGIS software
  • Assisi Compiler
  • Microsoft Office software
  • Fire behavior modeling software
  • Computer graphics software
  • Microsoft Outlook
  • Scite AI
  • Haglof Sweden AB TCruise Forest Inventory
  • Geographic information system GIS systems
  • Desktop publishing software
  • Atterbury Consultants SuperAce
  • Clinometers
  • Trail motorbikes
  • Two way radios
  • Soil probes
  • Remote video cameras
  • Gunjets for pressurized sprayers
  • Magnetic locators
  • Wildland fire pumper trucks
  • Fire plows
  • Diameter tapes
  • Macroalgae harvesters
  • Dibblers
  • Calipers
  • Forklifts
  • Shovels
  • Farm tractors
  • Dump trucks
  • Planters
  • Stadia rods
  • Wheeler pentaprism calipers
  • Prisms
  • Electronic rain gauges ERR
  • Sprayers
  • Field personal computers PC
  • Soil augers
  • Water trucks
  • Laser rangefinders
  • McLeod tools
  • Excavators
  • Mantax computer tree calipers
  • Watermark soil moisture data collectors
  • Harrows
  • Desktop computers
  • Brush trucks
  • Geological compasses
  • Winches
  • Measuring wheels
  • Wedges
  • Bulldozers
  • Digital cameras
  • Fertilizer spreaders
  • Seed drills
  • Metal detectors
  • Global positioning system GPS receivers
  • Chain saws
  • Brush hooks
  • Altimeters
  • Basal area factor BAF prisms
  • Theodolites
  • Terrain torches
  • Electroshocking boats
  • Truck cranes
  • Global positioning system GPS data collectors
  • Notebook computers
  • Clearing hooks
  • Axes
  • Personal computers
  • Hypsometers
  • pH meters
  • Pickup trucks
  • Moisture meters
  • Field data recorders
  • Front end loaders
  • Leaf area meter scanning instruments
  • Laser tree measuring devices
  • Aerial bucket trucks
  • Aquatic weed harvesters
  • Rubber-tired bulldozers
  • Boats
  • Tugboats
  • Tree planter spades
  • Gill nets
  • Relaskops
  • Seines
  • All terrain vehicles ATV
  • Amphibious excavators
  • Remote sensing equipment
  • Pruning saws
  • Hydraulic dredges
  • Airboats
  • Pocket transits
  • Loggers' tapes
  • Grass whips
  • Water monitoring meters
  • Video editing equipment
  • Tree corers
  • Total stations
  • Hydraulic truck-mounted cranes
  • Stream flow gauges
  • Plug spades
  • Girdling tools
  • Planimeters
  • Winch trucks
  • Backhoes
  • Crown densitometers
  • Laser surveying equipment
  • Frame nets
  • Soil moisture meters
  • Water level recorders
  • Water monitoring samplers
  • Pulaski tools
  • Trawls
  • Increment borers
  • Lawn mowers
  • Tensiometers
  • Slurry buckets
  • Handheld refractometers
  • Trucks
  • Forestry rain gauges
  • Survey transits
  • Water samplers
  • Snowplows
  • Track bulldozers
  • Survey levels
  • Truck-mounted water pumps

Alternative Job Titles