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Automation Risk Analysis

Will “Solar Energy Engineer” be Automated?

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AI Exposure Risk

54%

“Solar Energy 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 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%

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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.

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

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

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles