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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

  • 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.

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

  • 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.

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

Technologies & Software

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