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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

  • 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 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.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles