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Automation Risk Analysis

Will “Grazing Aide” be Automated?

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AI Exposure Risk

42%

“Grazing 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%

“Grazing 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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Core Skills & Abilities

  • Map forest tract data using digital mapping systems.

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

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

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

  • Develop and maintain computer databases.

  • Monitor activities of logging companies and contractors.

  • 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.

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

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

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

  • 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.

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

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

  • 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.

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

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

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

Technologies & Software

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