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Automation Risk Analysis

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

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AI Exposure Risk

54%

“Solar PV Product Development Engineer (Solar Photovoltaic Product Development 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 Product Development Engineer (Solar Photovoltaic Product Development 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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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