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Automation Risk Analysis

Will “Mine Geologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Mine 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%

“Mine 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

  • 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.

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

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

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

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

  • Analyze and interpret geological data, using computer software.

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

  • Locate potential sources of geothermal energy.

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

  • 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.

  • Identify possible sites for carbon sequestration projects.

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

  • 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.

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

  • 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.

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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