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Automation Risk Analysis

Will “Plant Anatomist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Plant Anatomist” 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 Anatomist” 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 investigating how soil forms, changes, or interacts with land-based ecosystems or living organisms.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

Technologies & Software

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