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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

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

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

  • 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.

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

  • Research geomechanical or geochemical processes to be used in 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.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Analyze and interpret geological data, using computer software.

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

  • Identify possible sites for carbon sequestration projects.

  • Locate potential sources of geothermal energy.

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

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

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

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

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

Technologies & Software

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