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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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • 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 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.

  • 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.

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

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

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

Technologies & Software

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