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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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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