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Automation Risk Analysis

Will “Geological Scout” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Geological Scout” 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 Scout” 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

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

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

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

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

  • Locate potential sources of geothermal energy.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Identify possible sites for carbon sequestration projects.

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

  • Analyze and interpret geological data, using computer software.

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

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

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

  • 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.

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

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

Technologies & Software

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