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Automation Risk Analysis

Will “Solar Applications Development Engineer” be Automated?

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AI Exposure Risk

54%

“Solar Applications Development 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%

“Solar Applications Development 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 computer simulation of solar photovoltaic (PV) generation system performance or energy production to optimize efficiency.

  • 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.

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

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles