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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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

Technologies & Software

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