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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

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

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

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

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

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

  • Locate potential sources of geothermal energy.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Analyze and interpret geological data, using computer software.

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

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

  • 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.

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

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

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

  • 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.

  • 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.

Technologies & Software

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