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Automation Risk Analysis

Will “Solar Energy Systems Engineer” be Automated?

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AI Exposure Risk

54%

“Solar Energy Systems 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 Energy Systems 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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Related Occupations & Automation Risk

Automotive Engineers

AI Risk 62%
Robot Risk 37%

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AI Risk 62%
Robot Risk 32%

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AI Risk 61%
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AI Risk 61%
Robot Risk 39%

Photonics Engineers

AI Risk 60%
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Petroleum Engineers

AI Risk 60%
Robot Risk 26%

Core Skills & Abilities

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

  • 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles