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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.

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

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

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

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

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

  • 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.

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

  • 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.

  • 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.

  • 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.

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

  • 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.

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

  • 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.

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

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

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

  • 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.

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

Technologies & Software

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