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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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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