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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.

  • 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.

  • 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.

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

Technologies & Software

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