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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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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.

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

  • 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.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles