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Automation Risk Analysis

Will “Plant Pathologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Plant Pathologist” 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 Pathologist” 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

  • 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.

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

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

Technologies & Software

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