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Automation Risk Analysis

Will “Solar PV Engineer (Solar Photovoltaic Engineer)” be Automated?

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AI Exposure Risk

54%

“Solar PV Engineer (Solar Photovoltaic 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 PV Engineer (Solar Photovoltaic 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 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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