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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%
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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles