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Automation Risk Analysis

Will “Invertebrate Paleontologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Invertebrate 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%

“Invertebrate 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 risks for natural disasters, such as mudslides, earthquakes, or volcanic eruptions.

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

  • 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.

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

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

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

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

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

  • 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.

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

  • 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.

  • Locate potential sources of geothermal energy.

  • Identify possible sites for carbon sequestration projects.

  • 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.

  • 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.

  • 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.

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

  • 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.

  • 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.

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

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

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

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

  • Analyze and interpret geological data, using computer software.

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

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

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

Technologies & Software

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