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Automation Risk Analysis

Will “Geomagnetist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Geomagnetist” 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%

“Geomagnetist” 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

  • Analyze and interpret geological data, using computer software.

  • 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.

  • 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.

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

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

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

  • 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.

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

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

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

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

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

  • 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 potential sources of geothermal energy.

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

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

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

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

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

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

  • 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.

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

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

  • 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.

  • 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.

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

Technologies & Software

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