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Automation Risk Analysis

Will “Marine Geologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Marine Geologist” 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%

“Marine Geologist” 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

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

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

  • 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.

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

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

  • Locate potential sources of geothermal energy.

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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

  • Develop ways to capture or use gases burned off as waste during oil production 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, geochemical, or geophysical information from sources, such as survey data, well logs, bore holes, or aerial photos.

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

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

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

  • Analyze and interpret geological data, using computer software.

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

Technologies & Software

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