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Automation Risk Analysis

Will “Plant Physiologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Plant 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%

“Plant 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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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