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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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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