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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

  • 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.

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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