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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

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

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

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

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

  • 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.

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

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

  • Locate potential sources of geothermal energy.

  • Analyze and interpret geological data, using computer software.

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

  • 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.

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

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

  • 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.

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

  • Identify possible sites for carbon sequestration projects.

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

Technologies & Software

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