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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.

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

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

  • Locate potential sources of geothermal energy.

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

  • 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.

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

Technologies & Software

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