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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

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

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

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

  • 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.

  • Analyze and interpret geological data, using computer software.

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

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

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

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

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

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

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

  • Identify possible sites for carbon sequestration projects.

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

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

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

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

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

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

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

  • 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.

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

  • Locate potential sources of geothermal energy.

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

  • 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.

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

  • 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.

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

Technologies & Software

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