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Automation Risk Analysis

Will “Solar Array Engineer” be Automated?

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AI Exposure Risk

54%

“Solar Array 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 Array 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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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