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Automation Risk Analysis

Will “Geoscientist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Geoscientist” 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%

“Geoscientist” 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

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

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

  • Analyze and interpret geological data, using computer software.

  • 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.

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

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

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

  • Locate potential sources of geothermal energy.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

  • Identify possible sites for carbon sequestration projects.

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

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

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

Technologies & Software

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