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Automation Risk Analysis

Will “Apiculturist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Apiculturist” 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%

“Apiculturist” 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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

  • 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.

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

  • 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.

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

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

Technologies & Software

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