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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

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

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

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

  • 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.

  • 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.

  • 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.

  • 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.

Technologies & Software

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

Alternative Job Titles