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Automation Risk Analysis

Will “Solar Mechanical Engineer” be Automated?

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AI Exposure Risk

54%

“Solar Mechanical 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 Mechanical 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.

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

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

  • 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.

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

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

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

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

  • 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.

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

Technologies & Software

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