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Automation Risk Analysis

Will “Mining Production Geologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Mining Production 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%

“Mining Production 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

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

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

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

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

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

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

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

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

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

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

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

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

  • Analyze and interpret geological data, using computer software.

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

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

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

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

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

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

  • 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.

  • 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.

  • Identify possible sites for carbon sequestration projects.

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

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

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

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

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

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

  • Locate potential sources of geothermal energy.

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

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

Technologies & Software

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