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Automation Risk Analysis

Will “Solar Energy Systems Engineer” be Automated?

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AI Exposure Risk

54%

“Solar Energy Systems 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 Systems 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 computer simulation of solar photovoltaic (PV) generation system performance or energy production to optimize efficiency.

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

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

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

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

  • 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.

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

  • 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.

  • Provide technical direction or support to installation teams during installation, start-up, testing, system commissioning, or performance monitoring.

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

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

Technologies & Software

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