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Automation Risk Analysis

Will “Crystallographer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Crystallographer” 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%

“Crystallographer” 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

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

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

  • Locate potential sources of geothermal energy.

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

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

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

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

  • Analyze and interpret geological data, using computer software.

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

  • 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.

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

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

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

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

  • Identify possible sites for carbon sequestration projects.

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

  • 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.

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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