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Automation Risk Analysis

Will “Refuge Manager” be Automated?

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AI Exposure Risk

49%

“Refuge Manager” 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 49% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

47%

“Refuge Manager” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 47% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Range Managers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Research or study range land management practices to provide sustained production of forage, livestock, and wildlife.

Job Title & Hierarchy Code (SOC) Range Managers #19-1031.02
ℹ️

Data is based on the reference occupation: “Range Managers”

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Core Skills & Abilities

  • Study forage plants and their growth requirements to determine varieties best suited to particular range.

  • Tailor conservation plans to landowners' goals, such as livestock support, wildlife, or recreation.

  • Maintain soil stability and vegetation for non-grazing uses, such as wildlife habitats and outdoor recreation.

  • Plan and implement revegetation of disturbed sites.

  • Manage forage resources through fire, herbicide use, or revegetation to maintain a sustainable yield from the land.

  • Develop technical standards and specifications used to manage, protect, and improve the natural resources of range lands and related grazing lands.

  • Study grazing patterns to determine number and kind of livestock that can be most profitably grazed and to determine the best grazing seasons.

  • Coordinate with federal land managers and other agencies and organizations to manage and protect rangelands.

  • Mediate agreements among rangeland users and preservationists as to appropriate land use and management.

  • Measure and assess vegetation resources for biological assessment companies, environmental impact statements, and rangeland monitoring programs.

  • Offer advice to rangeland users on water management, forage production methods, and control of brush.

  • Develop methods for protecting range from fire and rodent damage and for controlling poisonous plants.

  • Develop new and improved instruments and techniques for activities, such as range reseeding.

  • Regulate grazing, such as by issuing permits and checking for compliance with standards, and help ranchers plan and organize grazing systems to manage, improve, protect, and maximize the use of rangelands.

  • Study rangeland management practices and research range problems to provide sustained production of forage, livestock, and wildlife.

  • Plan and direct construction and maintenance of range improvements, such as fencing, corrals, stock-watering reservoirs, and soil-erosion control structures.

Technologies & Software

  • National Resources Conservation Service Web Soil Survey WSS
  • Geographic resources analysis support system GRASS
  • Microsoft Active Server Pages ASP
  • Aquatic Plant Information Retrieval System APIRS
  • Consensus
  • ESRI ArcGIS software
  • Gemini for Workspace
  • SAS
  • Facebook
  • Clark Labs IDRISI Selva
  • Perl
  • United Nations Food and Agriculture Organization Livestock and Environment Toolbox LEAD
  • Microsoft Office software
  • Claude (Anthropic)
  • Fuel Characteristic Classification System FCCS
  • RSAC Riparian Mapping Tool
  • Microsoft PowerPoint
  • Adobe Photoshop
  • UNIX
  • USDA NRCS Soil Data Viewer
  • FEAT/Firemon integrated FFI
  • Perplexity AI
  • Parbat
  • Satellite image databases
  • Geographic information system GIS systems
  • National Resources Conservation Service Grazing Spatial Analysis Tool
  • Semantic Scholar AI
  • Microsoft Access
  • ESSA TechnologiesTool for Exploratory Landscape Scenario Analyses TELSA
  • USDA SamplePoint
  • Microsoft Great Plains Personal Data Keeper
  • The MathWorks MATLAB
  • Microsoft Windows
  • BehavePlus
  • Fire Spread Probability FSPro
  • Word processing software
  • USDA NRCS VegSpec
  • USDA Comet
  • Mistral AI (chat/models)
  • Scite AI
  • University of Arizona RangeView
  • FARSITE
  • Leica Geosystems ERDAS IMAGINE
  • Viper Tools
  • USDA Database for Inventory, Monitoring and Assessment (DIMA)
  • Oracle Java
  • Microsoft Excel
  • National Resources Conservation Service Ecological Site Information System ESIS
  • NotebookLM (Google)
  • Automated Geospatial Watershed Assessment AGWA
  • Global positioning system GPS software
  • The Nature Conservancy Weed Information Management System WIMS
  • Microsoft Word
  • CorridorDesigner
  • Linux
  • Data mining software
  • ESRI software
  • FlamMap
  • R
  • Python
  • Elicit
  • GNU Image Manipulation Program GIMP
  • ESSA Technologies Path Landscape Model
  • Global positioning system GPS devices
  • Laser plumb bobs
  • Personal computers
  • Compact digital cameras
  • Single-ring infiltrometers
  • Desktop computers
  • Strain gauges
  • Gram scales
  • Laptop computers
  • Measuring tapes
  • Soil sampling scoops
  • Hand sieves
  • Double-ring infiltrometers
  • Robel poles
  • Stereoscopes
  • Plant canopy analyzers
  • Quadrat frames
  • Tablet computers
  • Portable dataloggers
  • Impact penetrometers