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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 strategies for more environmentally friendly resource extraction and reclamation.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

  • Analyze and interpret geological data, using computer software.

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

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

  • 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.

  • 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.

  • 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.

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

  • 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.

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

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

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

Technologies & Software

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