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Automation Risk Analysis

Will “Research Soil Scientist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Research Soil 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%

“Research Soil 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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

  • 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.

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

  • 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.

  • 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.

  • 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.

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

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

  • 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.

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

Technologies & Software

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