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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 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.

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

  • 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.

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

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

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

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

  • 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.

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

Technologies & Software

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