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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

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

  • 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.

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Locate potential sources of geothermal energy.

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

  • Analyze and interpret geological data, using computer software.

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

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

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

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

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

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

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

  • Identify possible sites for carbon sequestration projects.

Technologies & Software

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