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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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

  • Analyze and interpret geological data, using computer software.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • Locate potential sources of geothermal energy.

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

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

  • Identify possible sites for carbon sequestration projects.

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

  • 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.

Technologies & Software

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