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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

  • 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.

  • 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 potential sources of geothermal energy.

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Identify possible sites for carbon sequestration projects.

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

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

  • Analyze and interpret geological data, using computer software.

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

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

Technologies & Software

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