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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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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