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Automation Risk Analysis

Will “Solar Engineer” be Automated?

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AI Exposure Risk

54%

“Solar 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 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

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

  • 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.

  • 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.

  • 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.

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

  • 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.

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

Technologies & Software

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