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Automation Risk Analysis

Will “Paleontologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Paleontologist” 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%

“Paleontologist” 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

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

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

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

  • 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.

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

  • Identify possible sites for carbon sequestration projects.

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

  • 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.

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

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

  • 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 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.

  • Analyze and interpret geological data, using computer software.

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

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

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

  • 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.

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

  • Locate potential sources of geothermal energy.

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

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

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

  • 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.

  • 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.

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

Technologies & Software

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