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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

  • Locate potential sources of geothermal energy.

  • Identify possible sites for carbon sequestration projects.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Analyze and interpret geological data, using computer software.

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

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

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

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

  • 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.

  • 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.

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

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

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

  • 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.

Technologies & Software

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