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Automation Risk Analysis

Will “Field Geologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Field 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%

“Field 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

  • Locate potential sources of geothermal energy.

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

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

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

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

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

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

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

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

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

  • 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.

  • Identify possible sites for carbon sequestration projects.

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

  • 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.

  • 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.

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

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

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

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

  • 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.

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

  • Analyze and interpret geological data, using computer software.

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

  • 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.

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

  • 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.

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

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

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

Technologies & Software

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