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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.

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

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

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

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

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

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

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

  • Plan and implement revegetation of disturbed sites.

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

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

  • 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.

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

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

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

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

Technologies & Software

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