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Automation Risk Analysis

Will “Mineralogist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Mineralogist” 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%

“Mineralogist” 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

  • 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.

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

  • 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.

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

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

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

  • Research geomechanical or geochemical processes to be used in 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.

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

  • 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.

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

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

  • Locate potential sources of geothermal energy.

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

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

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

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

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

  • 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.

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

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

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

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

  • Identify possible sites for carbon sequestration projects.

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

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

  • Analyze and interpret geological data, using computer software.

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

  • 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.

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

Technologies & Software

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