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Automation Risk Analysis

Will “Micro Paleontologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Micro 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%

“Micro 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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

  • Locate potential sources of geothermal energy.

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

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

  • 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.

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

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

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

  • Analyze and interpret geological data, using computer software.

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

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

  • Identify possible sites for carbon sequestration projects.

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

  • 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.

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

  • 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.

Technologies & Software

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