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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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • 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 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.

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

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

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

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

  • 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 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.

  • 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.

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

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

Technologies & Software

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