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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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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