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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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

  • 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.

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

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

  • 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.

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

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

  • 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.

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

Technologies & Software

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