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Automation Risk Analysis

Will “Grazing Examiner” be Automated?

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AI Exposure Risk

42%

“Grazing Examiner” 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 Examiner” 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

  • 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.

  • Develop and maintain computer databases.

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

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

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

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

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

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

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

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

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

  • Monitor activities of logging companies and contractors.

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

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

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

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

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

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

Technologies & Software

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