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Automation Risk Analysis

Will “Environmental Geologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Environmental 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%

“Environmental 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

  • Analyze and interpret geological data, using computer software.

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

  • 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.

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

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

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

  • Identify possible sites for carbon sequestration projects.

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Locate potential sources of geothermal energy.

  • 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.

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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