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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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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 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.

  • 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.

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

  • Analyze and interpret geological data, using computer software.

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

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

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

  • Identify possible sites for carbon sequestration projects.

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

  • Research geomechanical or geochemical processes to be used in 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.

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

  • Locate potential sources of geothermal energy.

  • 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.

Technologies & Software

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