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Automation Risk Analysis

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

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AI Exposure Risk

54%

“Solar PV Systems Engineer (Solar Photovoltaic Systems 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 Systems Engineer (Solar Photovoltaic Systems 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

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

  • 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.

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

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

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

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

  • 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.

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

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

  • 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.

Technologies & Software

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