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

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

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

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

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

  • 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.

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

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

  • 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.

  • Analyze and interpret geological data, using computer software.

  • 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.

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

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

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

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

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

  • Locate potential sources of geothermal energy.

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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