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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.

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

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

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

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

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

  • Locate potential sources of geothermal energy.

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

  • Identify possible sites for carbon sequestration projects.

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

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

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

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

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

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

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

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

  • 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.

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

  • Analyze and interpret geological data, using computer software.

Technologies & Software

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