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Automation Risk Analysis

Will “Petrologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Petrologist” 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%

“Petrologist” 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Analyze and interpret geological data, using computer software.

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

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

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

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

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

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

  • 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.

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

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

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

  • Locate potential sources of geothermal energy.

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

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

  • Identify possible sites for carbon sequestration projects.

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

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

  • 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.

Technologies & Software

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