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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

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

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

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

  • 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.

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

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

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

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

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

  • 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.

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

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

  • Analyze and interpret geological data, using computer software.

  • Identify possible sites for carbon sequestration projects.

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

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

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

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

  • 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 potential sources of geothermal energy.

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

Technologies & Software

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