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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

  • Identify possible sites for carbon sequestration projects.

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

  • 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.

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

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

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

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

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

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

  • Analyze and interpret geological data, using computer software.

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

  • 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.

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

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

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

  • 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.

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

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

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

  • Locate potential sources of geothermal energy.

  • 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.

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

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

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

  • 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.

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

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

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

Technologies & Software

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