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Automation Risk Analysis

Will “Soil Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Soil Specialist” 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 Specialist” 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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

  • 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.

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

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

Technologies & Software

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