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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

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

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

  • 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.

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

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

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

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

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

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

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

  • 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 waste management programs for composting or farming.

  • 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.

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

  • 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.

  • 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.

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

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

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

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

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

Technologies & Software

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