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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

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

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

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

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles