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Automation Risk Analysis

Will “Solar Designer” be Automated?

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AI Exposure Risk

54%

“Solar 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 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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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