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Automation Risk Analysis

Will “Soil Fertility Extension 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 Fertility Extension 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 Fertility Extension 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

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

  • Study ways to improve agricultural sustainability, such as the use of new methods of composting.

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

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

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

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

  • 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.

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

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

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

  • 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.

  • 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.

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

  • 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.

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

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

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

  • 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.

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

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

Technologies & Software

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