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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

  • 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.

  • 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.

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

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

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

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

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

  • 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.

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

  • Identify possible sites for carbon sequestration projects.

  • 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.

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

  • Analyze and interpret geological data, using computer software.

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

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

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

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

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

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

  • Study historical climate change indicators found in locations, such as ice sheets or rock formations to develop climate change models.

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

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

  • Locate potential sources of geothermal energy.

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

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

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

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

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

Technologies & Software

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