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Automation Risk Analysis

Will “Stratigrapher” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Stratigrapher” 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%

“Stratigrapher” 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

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

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

  • 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.

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

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

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

  • Locate potential sources of geothermal energy.

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • 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 data, using computer software.

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

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

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

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

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

  • 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.

  • 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.

Technologies & Software

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