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Automation Risk Analysis

Will “Mud Logging Data Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Mud Logging Data Engineer” 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%

“Mud Logging Data Engineer” 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

  • Identify possible sites for carbon sequestration projects.

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

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

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

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

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

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

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

  • 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.

  • 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.

  • 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.

  • 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.

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

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

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

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

  • 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.

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

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

  • 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.

  • Analyze and interpret geological data, using computer software.

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

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

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

  • 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.

  • 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.

Technologies & Software

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