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Automation Risk Analysis

Will “Sedimentationist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Sedimentationist” 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%

“Sedimentationist” 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

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

  • Analyze and interpret geological data, using computer software.

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

  • Locate potential sources of geothermal energy.

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

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

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

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

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

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

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

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

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

  • Identify possible sites for carbon sequestration projects.

  • 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.

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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