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Automation Risk Analysis

Will “Solar Performance Engineer” be Automated?

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AI Exposure Risk

54%

“Solar Performance 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 Performance 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%

Aerospace Engineers

AI Risk 62%
Robot Risk 32%

Validation Engineers

AI Risk 61%
Robot Risk 34%

Bioengineers and Biomedical Engineers

AI Risk 61%
Robot Risk 39%

Photonics Engineers

AI Risk 60%
Robot Risk 39%

Petroleum Engineers

AI Risk 60%
Robot Risk 26%

Core Skills & Abilities

  • 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.

  • 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.

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

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles