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Automation Risk Analysis

Will “Petroleum Geologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Petroleum Geologist” 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%

“Petroleum Geologist” 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.

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

  • Analyze and interpret geological data, using computer software.

  • 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.

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

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

  • 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.

  • Identify possible sites for carbon sequestration projects.

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

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

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

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

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

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

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

  • 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.

  • Locate potential sources of geothermal energy.

  • 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.

  • 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.

  • 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.

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

  • 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.

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

  • 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.

Technologies & Software

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