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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

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

  • 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.

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

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

  • Identify possible sites for carbon sequestration projects.

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

  • 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.

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

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

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

  • Locate potential sources of geothermal energy.

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

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

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

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

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

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

  • 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.

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

  • Analyze and interpret geological data, using computer software.

  • 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.

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

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

  • 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.

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

  • 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.

Technologies & Software

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