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Automation Risk Analysis

Will “Solar Development Engineer” be Automated?

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AI Exposure Risk

54%

“Solar Development 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 Development 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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

Technologies & Software

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