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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

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

  • 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.

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

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

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

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

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

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

  • 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.

  • 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.

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

  • 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 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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