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Automation Risk Analysis

Will “Engineer” be Automated?

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AI Exposure Risk

54%

“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%

“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.

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

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

  • 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.

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles