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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

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

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

  • 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.

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

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

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

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

  • Analyze and interpret geological data, using computer software.

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

  • 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.

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

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

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

  • 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.

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

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

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

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

  • 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.

  • 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.

  • Locate potential sources of geothermal energy.

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

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

  • Identify possible sites for carbon sequestration projects.

  • 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

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