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Automation Risk Analysis

Will “Geochemist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Geochemist” 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%

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

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

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

  • Identify possible sites for carbon sequestration projects.

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

  • 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.

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

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

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

  • 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.

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

  • 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.

  • Analyze and interpret geological data, using computer software.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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