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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 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.

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

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

  • 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.

  • Analyze and interpret geological data, using computer software.

  • 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.

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

  • Locate potential sources of geothermal energy.

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

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

  • 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 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.

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

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

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

  • 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.

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

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

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

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

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

  • Identify possible sites for carbon sequestration projects.

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

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

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

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

Technologies & Software

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