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Automation Risk Analysis

Will “Oceanologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Oceanologist” 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 59% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

35%

“Oceanologist” 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 35% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Geoscientists, Except Hydrologists and Geographers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Study the composition, structure, and other physical aspects of the Earth. May use geological, physics, and mathematics knowledge in exploration for oil, gas, minerals, or underground water; or in waste disposal, land reclamation, or other environmental problems. May study the Earth's internal composition, atmospheres, and oceans, and its magnetic, electrical, and gravitational forces. Includes mineralogists, paleontologists, stratigraphers, geodesists, and seismologists.

Avg. Annual Salary $111,310
Avg. Hourly Wage $53.52
Available Jobs (US) 22,510
Job Title & Hierarchy Code (SOC) Geoscientists, Except Hydrologists and Geographers #19-2042
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Geoscientists, Except Hydrologists and Geographers”

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Core Skills & Abilities

  • Investigate the composition, structure, or history of the Earth's crust through the collection, examination, measurement, or classification of soils, minerals, rocks, or fossil remains.

  • Communicate geological findings by writing research papers, participating in conferences, or teaching geological science at universities.

  • Identify new sources of platinum group elements for industrial applications, such as automotive fuel cells or pollution abatement systems.

  • Review environmental, historical, or technical reports and publications for accuracy.

  • Locate and estimate probable natural gas, oil, or mineral ore deposits or underground water resources, using aerial photographs, charts, or research or survey results.

  • Locate and review research articles or environmental, historical, or technical reports.

  • Develop applied software for the analysis and interpretation of geological data.

  • Analyze and interpret geological, geochemical, or geophysical information from sources, such as survey data, well logs, bore holes, or aerial photos.

  • Develop strategies for more environmentally friendly resource extraction and reclamation.

  • Review work plans to determine the effectiveness of activities for mitigating soil or groundwater contamination.

  • Identify risks for natural disasters, such as mudslides, earthquakes, or volcanic eruptions.

  • Identify deposits of construction materials suitable for use as concrete aggregates, road fill, or other applications.

  • Inspect construction projects to analyze engineering problems, using test equipment or drilling machinery.

  • Provide advice on the safe siting of new nuclear reactor projects or methods of nuclear waste management.

  • Determine ways to mitigate the negative consequences of mineral dust dispersion.

  • Conduct geological or geophysical studies to provide information for use in regional development, site selection, or development of public works projects.

  • Identify possible sites for carbon sequestration projects.

  • Prepare geological maps, cross-sectional diagrams, charts, or reports concerning mineral extraction, land use, or resource management, using results of fieldwork or laboratory research.

  • Determine methods to incorporate geomethane or methane hydrates into global energy production or evaluate the potential environmental impacts of such incorporation.

  • Collaborate with medical or health researchers to address health problems related to geological materials or processes.

  • Plan or conduct geological, geochemical, or geophysical field studies or surveys, sample collection, or drilling and testing programs used to collect data for research or application.

  • Analyze and interpret geological data, using computer software.

  • Design geological mine maps, monitor mine structural integrity, or advise and monitor mining crews.

  • Locate potential sources of geothermal energy.

  • Test industrial diamonds or abrasives, soil, or rocks to determine their geological characteristics, using optical, x-ray, heat, acid, or precision instruments.

  • Research ways to reduce the ecological footprint of increasingly prevalent megacities.

  • Research geomechanical or geochemical processes to be used in carbon sequestration projects.

  • Advise construction firms or government agencies on dam or road construction, foundation design, land use, or resource management.

  • Study historical climate change indicators found in locations, such as ice sheets or rock formations to develop climate change models.

  • Assess ground or surface water movement to provide advice on issues, such as waste management, route and site selection, or the restoration of contaminated sites.

  • Develop ways to capture or use gases burned off as waste during oil production processes.

  • Measure characteristics of the Earth, such as gravity or magnetic fields, using equipment such as seismographs, gravimeters, torsion balances, or magnetometers.

Technologies & Software

  • Trimble Terramodel
  • Microsoft Project
  • Microsoft Office software
  • Laboratory information management system LIMS
  • Perplexity AI
  • Git
  • Microsoft Access
  • Microsoft PowerPoint
  • Microsoft Word
  • Gresens 92
  • OpenOffice.org
  • EarthWorks Downhole Explorer
  • Multivariate statistical program MVSP software
  • RockWare FIRSTPIX
  • MineGeo software
  • Geo-Logic Systems LithoTect Interpreter
  • Email software
  • OriginLab Origin
  • Mistral AI (chat/models)
  • GeoPLUS Petra
  • Seismic visualization software
  • Geographic information system GIS systems
  • HydroSOLVE AQTESOLV
  • Scientific Software Group FEFLOW
  • Solvcalv
  • Geostatistical modeling GSTAT software
  • Atoll GeoCAD
  • Gemini (Google)
  • Word processing software
  • Python
  • RockWare DepthCon2000
  • Well logging software
  • Data mining software
  • Geographic resources analysis support system GRASS
  • Internet browser software
  • Interpex IXID
  • Aquifer test software
  • NotebookLM (Google)
  • IHS Energy PowerTools
  • GeoModel
  • MapInfo Professional
  • PowerCAD
  • Clover Technology GALENA
  • MHC Document Express
  • EPIC GIS
  • Claude (Anthropic)
  • Starpint Software Super Slug
  • ERDAS ER Mapper
  • RockWare VEGO
  • Maptek Vulcan
  • Alara CRystalView
  • MineSight
  • RockWare Plan
  • RockWare RockWorks
  • RockWare GeoTrig
  • Geospatial data abstraction library GDAL
  • DeepSeek
  • ACD Systems Canvas
  • Microsoft Excel
  • Groundwater Vistas
  • Landmark Graphics GeoGraphix
  • Parameter Estimation PEST
  • Systat Software SigmaStat
  • Seismic interpretation software
  • Paradigm SKUA-GOCAD
  • Mistral (Mistral AI)
  • Enigma software
  • PaleoTax
  • ChemStat
  • RockWare MicroMODEL
  • ESRI ArcInfo
  • The MathWorks MATLAB
  • Consensus
  • ESRI ArcGIS software
  • Rockware CrossLog
  • Geostatistics software GS+
  • RockWare RockPack III
  • Llama (Meta)
  • Midland Valley 3DMove
  • Hydrogeology Basin2
  • RockWare Geochemist's Workbench GWB
  • Qwen (Alibaba)
  • ESRI ArcView
  • Mapping software
  • Adobe Photoshop
  • Groundwater modeling system GMS
  • SACLANTCEN
  • Data logger software
  • Nova (Amazon)
  • Waterloo Hydrogeologic FlowPath II
  • Paleontological Statistics PAST
  • ESRI ArcIMS
  • CrystalMaker
  • BOSS Didger
  • RSI interactive data language IDL software
  • Seismic Micro-Technology KINGDOM
  • Evolution Computing FastCAD
  • Elicit
  • Shape software
  • Upperspace DesignCAD
  • PaleoMag
  • SAS
  • MJ Systems Logsleuth
  • National Geophysical Data Center GEODAS
  • RockWare ChemFlux
  • RockWare Jlog
  • Schlumberger Inside Reality
  • Landmark VIP
  • PolyMap
  • Red Rock DeltaGraph
  • Field data recorder software
  • Upperspace ModelCAD
  • Adobe Acrobat
  • EasySolve Software SizePerm
  • RockWare Grav2Dc
  • Geosoft DAP server
  • MIT OASES
  • Geomechanical design analysis GDA software
  • Intergraph ImageStation Stereo Softcopy Kit SSK
  • Bilko
  • Waterloo Hydrogeologic AquaChem
  • Earthworks MaxiPit
  • RockWare Potent
  • IRIS Seismic Processing Workshop
  • Grok (xAI)
  • Geographic information system GIS software
  • Evolution Computing EasyCAD
  • MySQL
  • TECHBASE
  • Leica Geosystems ERDAS IMAGINE
  • Triton Elics International SeaClass
  • RockWare WinSism
  • Scientific Software Group SVHeat
  • Scite AI
  • Socorro Scientific Software Refract2K
  • Microsoft Active Server Pages ASP
  • Gemini for Workspace
  • Kimi (Moonshot AI)
  • Gemcom Surpac
  • RSI ENVI
  • Scientific Software Group Infinite Extent
  • Geosoft Oasis montaj
  • Microsoft Outlook
  • MICRODEM
  • Autodesk AutoCAD
  • EarthSoft EQuIS Geology
  • StrainSim
  • RockWare QuickSyn
  • Golden Software Surfer
  • Gemcom GEMS
  • SeeByte SeeTrack
  • RockWare Visual STUNT
  • Compass software
  • Bentley Systems gINT
  • RockWare GRADIX
  • Semantic Scholar AI
  • RockWare Stratbugs
  • Terrain surface mapping software
  • RockWare Erupt
  • ChatGPT (OpenAI)
  • Optical compound microscopes
  • X ray fluorescence XRF lead detectors
  • Electronic toploading balances
  • Mapping dividers
  • Soil augers
  • Roto torque mixers
  • Digital seismographs
  • Test sieves
  • Tube samplers
  • Polarizing microscopes
  • Sun compasses
  • Large-format plotters
  • Short-range radar equipment
  • Thermal specimen demagnitizers
  • Digitizers
  • Colorimeters
  • Pocket transits
  • Temperature profile recorders
  • Geological compasses
  • Microscope slides
  • Laboratory rock pulverizers
  • One-atmosphere furnaces
  • Tree corers
  • Impulse magnetizers
  • Drying ovens
  • Pry bars
  • Penetrometers
  • Multibeam echosounders
  • Electron microscopes
  • Laser theodolites
  • Water current meters
  • Hand levels
  • Total stations
  • Magnetic susceptibility/temperature systems
  • Automated core analysis systems
  • Electron microprobes
  • Rotoevaporators
  • Geological stratum compasses
  • Mass spectrometers
  • Analog map measurers
  • Electrical conductivity cells
  • Stereo microscopes
  • Hydraulic earth drills
  • Borehole cameras
  • Dessicators
  • Geo/paleo picks
  • X ray diffractometers
  • Microgravimeters
  • Fusion fluxes
  • High temperature laboratory ovens
  • Triple beam balances
  • Altimeters
  • Fume hoods
  • Microsplitters
  • Computed tomography CT scanners
  • Biological dredges
  • Vibrating sample magnetometers
  • Rangefinders
  • Chromatographic scanners
  • Hand magnifying lenses
  • Centrifuges
  • Dissolved oxygen meters
  • Clinometers
  • pH meters
  • Chisel hammers
  • Agitators
  • Brunauer-Emmett-Teller BET surface area analyzers
  • Soil samplers
  • Underwater cameras
  • Gamma ray spectrometers
  • Plankton nets
  • Ion chromatographs
  • Electronic bench scales
  • Rock chisels
  • Planimeters
  • Ground penetrating radar GPR
  • Echosounders
  • Alternating field demagnitizers
  • Seismographs
  • Digital alkalinity titrators
  • Rock picks
  • Illuminated microscopes
  • Notebook computers
  • Isodynamic separators
  • Protractors
  • Tubular water samplers
  • Cathodoluminescence scopes
  • Video microscopes
  • All terrain vehicles ATV
  • Seismic activity recorders
  • Mapping scale sets
  • Atomic absorption AA spectrophotometers
  • Sediment samplers
  • Sand grain size gauges
  • Gamma ray scintillometers
  • Vertical sketchmasters
  • Desktop computers
  • Rotary grinders
  • Rock magnetometers
  • Axes
  • Laser printers
  • Mainframe computers
  • Sieve shakers
  • Powered rock-coring drills
  • Laser rangefinders
  • Water level recorders
  • Side scan sonars
  • Pneumatic airscribes
  • Petrographic microscopes
  • Bottom sampling equipment
  • X ray fluorescence spectrometers
  • Ultrasonic sieve cleaners
  • Mobile wireless handheld communication devices
  • Submicron particle size analyzers
  • Ultraviolet UV lamps
  • Portable organic vapor analyzers
  • Sediment piston corers
  • Towed sonars
  • Scanners
  • Personal computers
  • Fluid inclusion microscopes
  • Long range radar equipment
  • Gravity meters
  • Carbon analyzers
  • Thermistor chains
  • Electrical conductivity meters
  • Digital cameras
  • Winches
  • Motorized mortars/pestles
  • Magnetic susceptibility/anisotropy systems
  • Magnetic susceptibility measurement systems
  • Seismic stations
  • Soft face hammers
  • Pocket magnetic susceptibility meters
  • Jaw crushers
  • Rock saws
  • Global positioning system GPS receivers
  • Water sampler bottles
  • Mechanical earth drills
  • Crack hammers
  • Underwater sediment bearing strength probes
  • Radiation detectors
  • Geophones
  • Degaussing wands
  • Abney levels
  • Digitizing tablets
  • Mercury analyzers
  • Argon plasma atomic emission spectroscopes
  • Stereoscopes
  • Core splitters
  • Digital map measurers
  • Reverse osmosis systems
  • Earth resistivity meters