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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

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

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

  • 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.

  • Locate potential sources of geothermal energy.

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

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

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

  • Analyze and interpret geological data, using computer software.

  • 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.

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

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

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

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

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

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

  • 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.

  • 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.

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

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

  • Identify possible sites for carbon sequestration projects.

  • 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.

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

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

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

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

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

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

Technologies & Software

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