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Automation Risk Analysis

Will “Mud Logging Data Analyst” 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 Analyst” 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 Analyst” 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

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

  • 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.

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

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

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

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

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

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

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

  • Analyze and interpret geological data, using computer software.

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

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

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

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

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

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

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

  • 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.

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

  • Locate potential sources of geothermal energy.

  • Identify possible sites for carbon sequestration projects.

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

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

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

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

  • 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.

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

  • 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.

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

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

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

Technologies & Software

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