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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

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

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

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

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

  • Identify possible sites for carbon sequestration projects.

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

  • 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.

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

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

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

  • 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.

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

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

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

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

  • Locate potential sources of geothermal energy.

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

  • 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.

  • 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.

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

  • Analyze and interpret geological data, using computer software.

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

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

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

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

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

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

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

Technologies & Software

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