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Automation Risk Analysis

Will “Solar Energy Systems Designer” be Automated?

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AI Exposure Risk

54%

“Solar Energy Systems Designer” 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 Energy Systems Designer” 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

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

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

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

  • 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.

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

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

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

  • 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.

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

Technologies & Software

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