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Automation Risk Analysis

Will “Plant Scientist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Plant Scientist” 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 Scientist” 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.

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

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

  • 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.

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

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

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

  • 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.

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

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

  • 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.

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

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

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

  • Develop environmentally safe methods or products for controlling or eliminating weeds, crop diseases, or 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 to determine best methods of planting, spraying, cultivating, harvesting, storing, processing, or transporting horticultural products.

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

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

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

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

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

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

Technologies & Software

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