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Automation Risk Analysis

Will “Soil Expert” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Soil Expert” 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%

“Soil Expert” 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

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

  • Study ways to improve agricultural sustainability, such as the use of new methods of composting.

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

  • 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.

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

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

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

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

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

  • 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.

  • 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.

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

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

  • 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.

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

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

  • 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.

  • 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.

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

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

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

Technologies & Software

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