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Automation Risk Analysis

Will “Entomologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Entomologist” 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%

“Entomologist” 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 methods of conserving or managing soil that can be applied by farmers or forestry companies.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

Technologies & Software

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