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

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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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