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Automation Risk Analysis

Will “Spectral Geologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Spectral 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%

“Spectral 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.

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

  • 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.

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

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

  • 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.

  • 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.

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

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

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

  • Locate potential sources of geothermal energy.

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

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

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

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

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

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

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

  • 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 possible sites for carbon sequestration projects.

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

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

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

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

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

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

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

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

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

Technologies & Software

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