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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

  • 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.

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

  • 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.

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

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

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

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

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

  • 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.

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

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

  • Analyze and interpret geological data, using computer software.

  • Identify possible sites for carbon sequestration projects.

  • Locate potential sources of geothermal energy.

  • 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.

  • 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.

  • 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.

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

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

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

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

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

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

  • 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.

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

  • 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.

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

Technologies & Software

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