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Automation Risk Analysis

Will “Core Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Core Analyst” 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%

“Core Analyst” 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

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

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

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

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

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

  • 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 potential sources of geothermal energy.

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

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

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

  • Analyze and interpret geological data, using computer software.

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

  • Identify possible sites for carbon sequestration projects.

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

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

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

  • 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.

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

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

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

  • 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.

  • 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.

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

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

  • 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.

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

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

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

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

Technologies & Software

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