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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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Related Occupations & Automation Risk

Economists

AI Risk 63%
Robot Risk 15%

Biochemists and Biophysicists

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

  • 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.

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

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

  • 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.

  • Develop and maintain computer databases.

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

  • 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.

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

  • 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.

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles