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

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

  • Locate potential sources of geothermal energy.

  • 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.

  • 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.

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

  • Analyze and interpret geological data, using computer software.

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

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

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

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

Technologies & Software

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