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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

  • Analyze and interpret geological data, using computer software.

  • 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.

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

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

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

  • Identify possible sites for carbon sequestration projects.

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

  • 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.

  • 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.

  • Locate potential sources of geothermal energy.

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

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

  • 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.

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

Technologies & Software

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