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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

  • Identify possible sites for carbon sequestration projects.

  • Locate potential sources of geothermal energy.

  • 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.

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

  • Analyze and interpret geological data, using computer software.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

Technologies & Software

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