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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.

  • Analyze and interpret geological data, using computer software.

  • 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.

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

  • Locate potential sources of geothermal energy.

  • 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.

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

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

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

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

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

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

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

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

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

  • Identify possible sites for carbon sequestration projects.

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

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

Technologies & Software

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