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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

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

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

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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