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Automation Risk Analysis

Will “Crop Nutrition Scientist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Crop Nutrition 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%

“Crop Nutrition 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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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