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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

  • 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.

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

  • Monitor activities of logging companies and contractors.

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

  • Map forest tract data using digital mapping systems.

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

  • 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.

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

  • Develop and maintain computer databases.

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

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

  • 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.

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles