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Automation Risk Analysis

Will “Project Geologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Project Geologist” 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%

“Project Geologist” 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.

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

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

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

  • Analyze and interpret geological data, using computer software.

  • 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.

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

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

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

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

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

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

  • Locate potential sources of geothermal energy.

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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