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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

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

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

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

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

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

  • Locate potential sources of geothermal energy.

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

  • 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.

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

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

  • 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.

  • 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.

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

  • Analyze and interpret geological data, using computer software.

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

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

  • Identify possible sites for carbon sequestration projects.

  • 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.

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

Technologies & Software

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