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Automation Risk Analysis

Will “Consulting Engineer” be Automated?

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AI Exposure Risk

54%

“Consulting 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 54% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

39%

“Consulting 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 39% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Solar Energy Systems Engineers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Perform site-specific engineering analysis or evaluation of energy efficiency and solar projects involving residential, commercial, or industrial customers. Design solar domestic hot water and space heating systems for new and existing structures, applying knowledge of structural energy requirements, local climates, solar technology, and thermodynamics.

Job Title & Hierarchy Code (SOC) Solar Energy Systems Engineers #17-2199.11
ℹ️

Data is based on the reference occupation: “Solar Energy Systems Engineers”

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Core Skills & Abilities

  • Design or develop vacuum tube collector systems for solar applications.

  • Create electrical single-line diagrams, panel schedules, or connection diagrams for solar electric systems, using computer-aided design (CAD) software.

  • Design or coordinate design of photovoltaic (PV) or solar thermal systems, including system components, for residential and commercial buildings.

  • Perform computer simulation of solar photovoltaic (PV) generation system performance or energy production to optimize efficiency.

  • Provide technical direction or support to installation teams during installation, start-up, testing, system commissioning, or performance monitoring.

  • Perform thermal, stress, or cost reduction analyses for solar systems.

  • Create checklists for review or inspection of completed solar installation projects.

  • Develop standard operation procedures and quality or safety standards for solar installation work.

  • Conduct engineering site audits to collect structural, electrical, and related site information for use in the design of residential or commercial solar power systems.

  • Review specifications and recommend engineering or manufacturing changes to achieve solar design objectives.

  • Develop design specifications and functional requirements for residential, commercial, or industrial solar energy systems or components.

  • Test or evaluate photovoltaic (PV) cells or modules.

  • Create plans for solar energy system development, monitoring, and evaluation activities.

Technologies & Software

  • Geographic information system GIS systems
  • Simulation software
  • Qwen (Alibaba)
  • Grok (xAI)
  • PVsyst
  • Regional Energy Deployment System ReEDS
  • Microsoft Excel
  • Microsoft Access
  • Solar and Wind Energy Resource Assessment SWERA
  • Bash
  • C++
  • Microsoft Visio
  • Software development tools
  • Microsoft Office software
  • Database software
  • Aurora HelioScope
  • Autodesk AI
  • Autodesk AutoCAD
  • National Instruments Compact FieldPoint System
  • Salesforce software
  • Gemini (Google)
  • Google Workspace software
  • Simple Model of the Atmospheric Radiative Transfer of Sunshine SMARTS
  • Energy-10
  • The MathWorks MATLAB
  • RETScreen
  • HOMER Micropower Optimization Model
  • Linux
  • Kimi (Moonshot AI)
  • Perplexity AI
  • Solar Advisor Model
  • Oracle Hyperion
  • Nova (Amazon)
  • Optical Physics Technologies SUN_CHART
  • GitHub Copilot
  • R
  • Python
  • SolTrace
  • Python Tools for Visual Studio (PTVS)
  • Autodesk AutoCAD LT
  • Data acquisition software
  • Supervisory control and data acquisition SCADA software
  • Data visualization software
  • ANSYS AI Simulation
  • DeepSeek
  • SOLAR-2
  • Dassault Systemes SolidWorks
  • Trimble SketchUp Pro
  • ChatGPT (OpenAI)
  • Claude (Anthropic)
  • Microsoft Outlook
  • AutoCAD AI
  • Microsoft PowerPoint
  • Microsoft Visual Basic
  • Ansys Fluent
  • JavaScript
  • National Instruments LabVIEW
  • Gemini Code Assist
  • SKM Systems Analysis Power Tools
  • Structured query language SQL
  • Microsoft Visual Basic for Applications VBA
  • Microsoft Word
  • Debugging software
  • Llama (Meta)
  • Computer aided design and drafting CADD software
  • Finite element method FEM software
  • PV Optics
  • IMSI TurboCAD
  • Microsoft Project
  • Global positioning system GPS software
  • Mistral (Mistral AI)
  • Autodesk Revit
  • ETAP
  • Potentiostats
  • Polarographic analyzers
  • Laser facsimile machines
  • Vacuum evaporators
  • Impact testers
  • Thermopiles
  • Laboratory tube furnaces
  • Surface profilometers
  • Ion mills
  • Copy machines
  • Digital imaging microscopes
  • Photoluminescence spectrometers
  • Permeation testers
  • Bench ovens
  • Rheometers
  • Ultraviolet UV exposure units
  • Personal computers
  • Film extruders
  • Direct current DC power supplies
  • Reactive power meters
  • Mask aligners
  • Reflectance spectrometers
  • Flexure testers
  • Hardness testers
  • Moisture analyzers
  • Micromanipulators
  • High-precision balances
  • Sputtering systems
  • Ion beam assisted deposition IBAD systems
  • X ray diffractometers
  • Energy dispersive x-ray spectrometers EDS
  • Current versus voltage IV curve tracers
  • Transmission electron microscopes TEM
  • Chronopotentiometers
  • Video cameras
  • Lasers
  • Liquid chromatographs LC
  • Field emission scanning electron microscopes FESEM
  • pH meters
  • Hand calculators
  • Pull testers
  • Spectrocolorimeters
  • Vacuum laminators
  • Scanning electron microscopes SEM
  • Electron energy loss spectrometers
  • Flow coulometric detectors
  • Fourier transform infrared FTIR spectrometers
  • Scanning probe microscopes SPM
  • Atomic absorption spectrometers
  • X-ray photoelectron spectrometers
  • Auger electron spectrometers
  • Infrared cameras
  • Raman spectrometers
  • Digital resistance thermometers
  • Inert atmosphere glove boxes
  • Electron beam evaporators
  • Apparent power meters
  • Adhesion testers
  • Optical scanners
  • Lifetime testers
  • Load frames
  • Optical compound microscopes
  • Thermogravimetric analyzers
  • Coulometers
  • Compression testers
  • Spin coaters
  • Graphics tablets
  • Recording ammeters
  • Picoammeters
  • Focused ion beam FIB systems
  • Mass spectrometers
  • Plasma enhanced chemical vapor deposition PECVD systems
  • Data loggers
  • Laser printers
  • Pyranometers
  • Tensile testers
  • Voltmeters
  • Solar simulators
  • Humidity ovens
  • Thermocouples
  • Mechanical shakers
  • Vacuum ovens
  • Irradiance detectors
  • Thermal cyclers
  • Spectroscopic ellipsometers
  • Environmental chambers
  • Goniometers or arthrometers
  • Shear testers
  • Inductance capacitance resistance LCR meters
  • Creep testers
  • Abrasion testers
  • Digital pattern generators
  • Fluorescence spectrophotometers
  • Meggers
  • Plotters
  • Phase angle meters
  • Power quality meters
  • Electrometers
  • Ultrasonic cleaners
  • Differential scanning calorimeters
  • Accelerated weathering machines
  • Hipot testers
  • Spectrophotometers
  • Strain gauges
  • Fatigue testers
  • Photovoltaic array simulators