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Automation Risk Analysis

Will “Power Systems Engineer” be Automated?

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AI Exposure Risk

54%

“Power Systems 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%

“Power Systems 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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Core Skills & Abilities

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

  • 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.

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

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

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

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

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

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

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

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

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

Technologies & Software

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