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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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

  • 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.

  • Analyze and interpret geological data, using computer software.

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

  • Locate potential sources of geothermal energy.

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

  • 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.

  • 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.

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

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

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

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

  • 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.

  • Identify possible sites for carbon sequestration projects.

  • 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.

Technologies & Software

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