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Automation Risk Analysis

Will “Growth Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Growth 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%

“Growth 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 insect distribution or habitat and recommend methods to prevent importation or spread of injurious species.

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

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

  • 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.

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

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

  • 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.

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

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

  • 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.

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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