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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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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%

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

  • Develop and maintain computer databases.

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

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

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

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

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

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

  • 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.

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

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

  • Monitor activities of logging companies and contractors.

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

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

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

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

  • Map forest tract data using digital mapping systems.

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

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

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

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

Technologies & Software

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

Alternative Job Titles