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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

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

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

  • Analyze and interpret geological data, using computer software.

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

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

  • Prepare geological maps, cross-sectional diagrams, charts, or reports concerning mineral extraction, land use, or resource management, using results of fieldwork or laboratory research.

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

  • Identify possible sites for carbon sequestration projects.

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

  • Locate potential sources of geothermal energy.

  • 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.

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

  • 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.

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

Technologies & Software

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