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Automation Risk Analysis

Will “Research Engineer” be Automated?

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AI Exposure Risk

54%

“Research 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%

“Research 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

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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles