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Automation Risk Analysis

Will “Geological Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Geological Specialist” 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%

“Geological Specialist” 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 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.

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

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

  • Locate potential sources of geothermal energy.

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

  • 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.

  • 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.

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

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

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

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

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

  • 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.

  • Provide advice on the safe siting of new nuclear reactor projects or methods of nuclear waste 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 new sources of platinum group elements for industrial applications, such as automotive fuel cells or pollution abatement systems.

  • 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.

  • 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.

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

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

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

  • 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.

  • Analyze and interpret geological data, using computer software.

  • 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.

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

Technologies & Software

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