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Automation Risk Analysis

Will “Applications Engineer” be Automated?

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AI Exposure Risk

54%

“Applications 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%

“Applications 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

  • 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.

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

  • 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.

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles