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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.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Locate potential sources of geothermal energy.

  • 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.

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

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

  • 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.

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

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

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

  • Identify possible sites for carbon sequestration projects.

  • 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.

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

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

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

  • Conduct geological or geophysical studies to provide information for use in regional development, site selection, or development of public works 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 risks for natural disasters, such as mudslides, earthquakes, or volcanic eruptions.

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

Technologies & Software

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