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Automation Risk Analysis

Will “Petrographer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Petrographer” 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%

“Petrographer” 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 possible sites for carbon sequestration projects.

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

  • 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.

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

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

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

  • 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.

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

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

  • Locate potential sources of geothermal energy.

  • Analyze and interpret geological data, using computer software.

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

  • 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.

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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