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Automation Risk Analysis

Will “Operations Geologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Operations 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%

“Operations 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 ways to capture or use gases burned off as waste during oil production processes.

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

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

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

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

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

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

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

  • Locate potential sources of geothermal energy.

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

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

  • Identify possible sites for carbon sequestration projects.

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

  • 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.

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

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

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

  • 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.

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

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

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

  • 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 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.

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

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

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

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

  • 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.

Technologies & Software

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