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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

Economists

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

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

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

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

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

  • Develop and maintain computer databases.

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

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

  • 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.

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

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

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

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

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

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

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

  • Map forest tract data using digital mapping systems.

  • Monitor activities of logging companies and contractors.

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

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

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

Technologies & Software

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

Alternative Job Titles