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Automation Risk Analysis

Will “Solar Energy Advisor” be Automated?

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AI Exposure Risk

54%

“Solar Energy Advisor” 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 Advisor” 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.

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

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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