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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

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

  • Locate potential sources of geothermal energy.

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

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

  • 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.

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

  • 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.

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

  • 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.

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

  • Identify possible sites for carbon sequestration projects.

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

  • Analyze and interpret geological data, using computer software.

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

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

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

Technologies & Software

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