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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

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

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

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

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

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

  • Analyze and interpret geological data, using computer software.

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

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

  • Locate potential sources of geothermal energy.

  • 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.

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

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

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

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

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

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

  • Identify possible sites for carbon sequestration projects.

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

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

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

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

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

  • 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.

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

  • 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.

  • 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.

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

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

Technologies & Software

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