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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

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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles