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Automation Risk Analysis

Will “Prospector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Prospector” 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%

“Prospector” 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 applied software for the analysis and interpretation of geological data.

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

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

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

  • 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.

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

  • Locate potential sources of geothermal energy.

  • Analyze and interpret geological data, using computer software.

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

Technologies & Software

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