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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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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