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Automation Risk Analysis

Will “Forestry Aide” be Automated?

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AI Exposure Risk

42%

“Forestry 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%

“Forestry 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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AI Risk 61%
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AI Risk 61%
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Core Skills & Abilities

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

  • Map forest tract data using digital mapping systems.

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

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

  • Develop and maintain computer databases.

  • 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.

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

  • Monitor activities of logging companies and contractors.

Technologies & Software

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

Alternative Job Titles