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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

  • 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.

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

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

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

  • 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.

  • 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.

  • Identify possible sites for carbon sequestration projects.

  • 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.

  • Locate potential sources of geothermal energy.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Analyze and interpret geological data, using computer software.

Technologies & Software

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