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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

  • Analyze and interpret geological data, using computer software.

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

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

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

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

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

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

  • 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.

  • 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.

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

  • 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 possible sites for carbon sequestration projects.

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

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

  • Locate potential sources of geothermal energy.

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

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

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

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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