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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

  • 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.

  • 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.

  • Identify possible sites for carbon sequestration projects.

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

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

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

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

  • 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.

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

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

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

  • Locate potential sources of geothermal energy.

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

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

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

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

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

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

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

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

  • Analyze and interpret geological data, using computer software.

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

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

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

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

  • 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.

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

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

Technologies & Software

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