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Automation Risk Analysis

Will “Solar Design Engineer” be Automated?

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AI Exposure Risk

54%

“Solar Design 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%

“Solar Design 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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

Technologies & Software

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