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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

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

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

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

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

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

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

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

  • Identify possible sites for carbon sequestration projects.

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

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

  • 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.

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

  • Analyze and interpret geological data, using computer software.

  • Locate potential sources of geothermal energy.

  • 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.

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

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

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

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

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

Technologies & Software

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