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Automation Risk Analysis

Will “Microbiology Soil Scientist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Microbiology Soil Scientist” 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%

“Microbiology Soil Scientist” 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 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.

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

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

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

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

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

  • 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.

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

  • 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.

  • 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.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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