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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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

  • 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.

Technologies & Software

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