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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

  • 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 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.

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Analyze and interpret geological data, using computer software.

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

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

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

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

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

  • Identify possible sites for carbon sequestration projects.

  • 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.

  • Locate potential sources of geothermal energy.

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

Technologies & Software

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