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Automation Risk Analysis

Will “Wellsite Geologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Wellsite Geologist” 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%

“Wellsite Geologist” 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

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

  • Locate potential sources of geothermal energy.

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

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

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

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

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

  • 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 possible sites for carbon sequestration projects.

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

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

  • 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.

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

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

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

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

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

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

  • 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.

  • Analyze and interpret geological data, using computer software.

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

  • 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.

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

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

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

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

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

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

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

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

Technologies & Software

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