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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

  • 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.

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

Technologies & Software

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