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Automation Risk Analysis

Will “Utility Scale Engineer” be Automated?

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AI Exposure Risk

54%

“Utility Scale 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%

“Utility Scale 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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles