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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

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

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

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

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

  • 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.

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

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

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

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

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

  • 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.

Technologies & Software

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