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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

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

  • 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.

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

  • 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.

Technologies & Software

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