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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

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

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

  • Locate potential sources of geothermal energy.

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

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

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

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

  • 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 possible sites for carbon sequestration projects.

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

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

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

  • 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.

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

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

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

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

  • 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.

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

  • Analyze and interpret geological data, using computer software.

  • 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.

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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