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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

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

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

  • Locate potential sources of geothermal energy.

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

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

  • 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.

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

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

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

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

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

  • Analyze and interpret geological data, using computer software.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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