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Automation Risk Analysis

Will “Solar Project Engineer” be Automated?

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AI Exposure Risk

54%

“Solar Project 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 Project 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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles