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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%

Aerospace Engineers

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles