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Automation Risk Analysis

Will “Solar Array Engineer” be Automated?

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AI Exposure Risk

54%

“Solar Array 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 Array 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

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

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles