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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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

Technologies & Software

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