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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

  • 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.

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

Technologies & Software

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