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Automation Risk Analysis

Will “Research Physiologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Research 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%

“Research 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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

  • 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.

Technologies & Software

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