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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

  • Locate potential sources of geothermal energy.

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

  • 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.

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

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

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

  • Analyze and interpret geological data, using computer software.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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 possible sites for carbon sequestration projects.

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

  • 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.

Technologies & Software

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