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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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Robot Risk 15%

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AI Risk 62%
Robot Risk 47%

Industrial Ecologists

AI Risk 61%
Robot Risk 23%

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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

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

  • Map forest tract data using digital mapping systems.

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

  • Develop and maintain computer databases.

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

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

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

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

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

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

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

  • Monitor activities of logging companies and contractors.

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles