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Automation Risk Analysis

Will “Renewable Energy Specialist” be Automated?

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AI Exposure Risk

54%

“Renewable Energy Specialist” 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%

“Renewable Energy Specialist” 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%

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AI Risk 62%
Robot Risk 32%

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AI Risk 61%
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AI Risk 61%
Robot Risk 39%

Photonics Engineers

AI Risk 60%
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Petroleum Engineers

AI Risk 60%
Robot Risk 26%

Core Skills & Abilities

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

  • 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.

  • 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.

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles