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Automation Risk Analysis

Will “Soil Technician (Soil Tech)” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Soil Technician (Soil Tech)” 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 Technician (Soil Tech)” 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 improved measurement techniques, soil conservation methods, soil sampling devices, or related technology.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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