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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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

  • Analyze and interpret geological data, using computer software.

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

  • 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.

  • 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.

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

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

  • Locate potential sources of geothermal energy.

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

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

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

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

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

  • Identify possible sites for carbon sequestration projects.

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

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

Technologies & Software

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