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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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

  • 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.

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

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

  • 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.

  • 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.

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

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

Technologies & Software

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