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Automation Risk Analysis

Will “Forage Physiologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Forage Physiologist” will maybe 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 57% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

42%

“Forage Physiologist” 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 42% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Soil and Plant Scientists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Conduct research in breeding, physiology, production, yield, and management of crops and agricultural plants or trees, shrubs, and nursery stock, their growth in soils, and control of pests; or study the chemical, physical, biological, and mineralogical composition of soils as they relate to plant or crop growth. May classify and map soils and investigate effects of alternative practices on soil and crop productivity.

Avg. Annual Salary $83,040
Avg. Hourly Wage $39.92
Available Jobs (US) 16,600
Job Title & Hierarchy Code (SOC) Soil and Plant Scientists #19-1013
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Soil and Plant Scientists”

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Core Skills & Abilities

  • Perform chemical analyses of the microorganism content of soils to determine microbial reactions or chemical mineralogical relationships to plant growth.

  • Identify degraded or contaminated soils and develop plans to improve their chemical, biological, or physical characteristics.

  • Investigate soil problems or poor water quality to determine sources and effects.

  • Develop ways of altering soils to suit different types of plants.

  • Provide information or recommendations to farmers or other landowners regarding ways in which they can best use land, promote plant growth, or avoid or correct problems such as erosion.

  • Study ways to improve agricultural sustainability, such as the use of new methods of composting.

  • Survey undisturbed or disturbed lands for classification, inventory, mapping, environmental impact assessments, environmental protection planning, conservation planning, or reclamation planning.

  • Develop methods of conserving or managing soil that can be applied by farmers or forestry companies.

  • Provide advice regarding the development of regulatory standards for land reclamation or soil conservation.

  • Conduct experiments regarding causes of bee diseases or factors affecting yields of nectar or pollen.

  • Conduct research to determine best methods of planting, spraying, cultivating, harvesting, storing, processing, or transporting horticultural products.

  • Research technical requirements or environmental impacts of urban green spaces, such as green roof installations.

  • Conduct experiments investigating how soil forms, changes, or interacts with land-based ecosystems or living organisms.

  • Develop new or improved methods or products for controlling or eliminating weeds, crop diseases, or insect pests.

  • Plan or supervise land conservation or reclamation programs for industrial development projects.

  • Develop improved measurement techniques, soil conservation methods, soil sampling devices, or related technology.

  • Investigate responses of soils to specific management practices to determine the use capabilities of soils and the effects of alternative practices on soil productivity.

  • Consult with engineers or other technical personnel working on construction projects about the effects of soil problems and possible solutions to these problems.

  • Plan or supervise waste management programs for composting or farming.

  • Study soil characteristics to classify soils on the basis of factors such as geographic location, landscape position, or soil properties.

  • Conduct research into the use of plant species as green fuels or in the production of green fuels.

  • Communicate research or project results to other professionals or the public or teach related courses, seminars, or workshops.

  • Conduct experiments to investigate the underlying mechanisms of plant growth and response to the environment.

  • Conduct experiments to develop new or improved varieties of field crops, focusing on characteristics such as yield, quality, disease resistance, nutritional value, or adaptation to specific soils or climates.

  • Develop environmentally safe methods or products for controlling or eliminating weeds, crop diseases, or pests.

  • Study insect distribution or habitat and recommend methods to prevent importation or spread of injurious species.

  • Identify or classify species of insects or allied forms, such as mites or spiders.

Technologies & Software

  • Elicit
  • Semantic Scholar AI
  • Gstat
  • Erosion Productivity Impact Calculator EPIC
  • SGeMS
  • R
  • Microsoft Office software
  • Microsoft Access
  • Water Erosion Prediction Project WEPP
  • Autodesk AutoCAD
  • GEOEAS
  • Scite AI
  • Microsoft Word
  • Microsoft PowerPoint
  • Llama (Meta)
  • Word processing software
  • Nova (Amazon)
  • European Soil Erosion Model EUROSEM
  • SPAW
  • Kimi (Moonshot AI)
  • PC-Progress HYDRUS
  • IBM SPSS Statistics
  • SAS
  • 3dMapper
  • Soil information databases
  • Claude (Anthropic)
  • Consensus
  • Gemini for Workspace
  • DeepSeek
  • PedonCE
  • Variogram Estimation and Spatial Prediction plus Error Vesper
  • Mistral (Mistral AI)
  • National Resources Conservation Service NRCS Soils Explorer
  • STATISTICA
  • UNSATFLOW
  • Mistral AI (chat/models)
  • LandSerf
  • Qwen (Alibaba)
  • National Soil Information System NASIS
  • Microsoft Excel
  • NotebookLM (Google)
  • ChatGPT (OpenAI)
  • GAEA Technologies WinSieve
  • Leica Geosystems ERDAS IMAGINE
  • Microsoft Active Server Pages ASP
  • GSLIB
  • Geographic information system GIS systems
  • Grok (xAI)
  • Perplexity AI
  • ESRI ArcGIS software
  • National Resources Conservation Service NRCS PEDON Description Program PDP
  • Gemini (Google)
  • SoilVision Systems SVOFFICE
  • Geographic information system GIS software
  • Heat flux plates
  • Hot water shaking baths
  • pH indicators
  • Circulating water baths
  • Infrared gas analyzers
  • Soil thermometers
  • Fluorimeters
  • Digital cameras
  • Light detection and ranging LIDAR systems
  • Soil analysis hydrometers
  • Laboratory test tubes
  • Gamma ray spectrometers
  • Inductively coupled plasma atomic emission spectrometers ICP-AES
  • Osmometers
  • X ray fluorescence XRF spectrometers
  • Cell tissue culture incubators
  • Synthetic aperture radar SAR
  • Luminometers
  • Personal computers
  • Epifluorescence microscopes
  • Organic carbon analyzers
  • Calibrated soil scoops
  • Laboratory drying ovens
  • Atomic absorption AA spectrometers
  • Global positioning system GPS receivers
  • Ion chromatographs
  • High speed centrifuges
  • Laboratory growth chambers
  • Digital pH meters
  • Gel documentation systems
  • Laboratory sieves
  • Laminar flow hoods
  • Infrared cameras
  • Dataloggers
  • Polarizing microscopes
  • Microtiter plate readers
  • Laboratory mixers
  • Electron microscopes
  • Laboratory grinders
  • Precision balances
  • Sample containers
  • Refrigerated microfuges
  • Thermocouples
  • Colorimeters
  • Reciprocating shaker water baths
  • Polymerase chain reaction PCR equipment
  • Canopy analyzers
  • Soil moisture neutron probes
  • Ground penetrating radar GPR
  • Porometers
  • Glass beakers
  • Tensiometers
  • Graduated glass cylinders
  • Flame photometers
  • Glass flasks
  • Conductivity meters
  • Hand augers
  • Soil augers
  • Desktop computers
  • Gel dryers
  • Personal digital assistants PDA
  • Psychrometers
  • Lysimeters
  • Mass spectrometers
  • Autosamplers
  • Laser particle sizers
  • Erlenmeyer flasks
  • Laptop computers
  • Gel electrophoresis systems
  • Spectrophotometers
  • Laboratory muffle furnaces