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Automation Risk Analysis

Will “Petrophysicist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Petrophysicist” 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%

“Petrophysicist” 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

  • 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 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.

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

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

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

  • 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.

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

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

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

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

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

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

  • Analyze and interpret geological data, using computer software.

  • Identify possible sites for carbon sequestration projects.

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Locate potential sources of geothermal energy.

Technologies & Software

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