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Automation Risk Analysis

Will “Soils Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Soils Engineer” 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%

“Soils Engineer” 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 potential sources of geothermal energy.

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

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

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

  • 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.

  • 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.

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

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

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

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

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

  • Analyze and interpret geological data, using computer software.

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

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

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

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

  • Identify possible sites for carbon sequestration projects.

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

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

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

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

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

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

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

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

  • 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.

  • 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.

Technologies & Software

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