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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

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

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

  • 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 waste management programs for composting or farming.

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

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

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

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

  • 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.

  • 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.

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

  • 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.

  • 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.

  • 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.

  • 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.

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

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

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

  • 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.

  • 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.

Technologies & Software

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