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Automation Risk Analysis

Will “Project Engineer” be Automated?

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AI Exposure Risk

54%

“Project 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%

“Project 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

  • 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.

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

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

  • 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.

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

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

  • 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.

  • 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.

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

Technologies & Software

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

Alternative Job Titles