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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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

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

  • Analyze and interpret geological data, using computer software.

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

  • 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.

  • 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 possible sites for carbon sequestration projects.

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

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

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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