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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

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

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

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

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

  • 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.

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

  • 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.

  • 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.

  • Identify possible sites for carbon sequestration projects.

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

  • 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.

  • Locate potential sources of geothermal energy.

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

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

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

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

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

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

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

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

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

  • Analyze and interpret geological data, using computer software.

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

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

  • 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.

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

Technologies & Software

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