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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

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

  • 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.

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

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

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

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

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

  • 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

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

Alternative Job Titles