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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

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

  • 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.

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles