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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

  • 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.

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

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

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

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

  • 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.

  • 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.

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

  • 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.

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

  • Locate potential sources of geothermal energy.

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

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

  • Analyze and interpret geological data, using computer software.

  • Identify possible sites for carbon sequestration projects.

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

Technologies & Software

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