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Automation Risk Analysis

Will “Solar Energy Engineer” be Automated?

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AI Exposure Risk

54%

“Solar Energy 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 Energy 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.

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

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

  • 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.

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

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

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

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

Technologies & Software

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