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Automation Risk Analysis

Will “Core Analysis Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Core Analysis Operator” 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 Analysis Operator” 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

  • 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.

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

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

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

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

  • Identify possible sites for carbon sequestration projects.

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

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

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

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

  • 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.

  • 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.

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

  • 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.

  • 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.

  • 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.

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

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

  • Analyze and interpret geological data, using computer software.

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

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

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

  • Locate potential sources of geothermal energy.

  • 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.

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

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

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

Technologies & Software

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