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Automation Risk Analysis

Will “Turbine Measurements Engineer” be Automated?

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AI Exposure Risk

54%

“Turbine Measurements 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

31%

“Turbine Measurements 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 31% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Wind Energy Engineers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Design underground or overhead wind farm collector systems and prepare and develop site specifications.

Job Title & Hierarchy Code (SOC) Wind Energy Engineers #17-2199.10
ℹ️

Data is based on the reference occupation: “Wind Energy Engineers”

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Core Skills & Abilities

  • Create or maintain wind farm layouts, schematics, or other visual documentation for wind farms.

  • Develop active control algorithms, electronics, software, electromechanical, or electrohydraulic systems for wind turbines.

  • Write reports to document wind farm collector system test results.

  • Develop specifications for wind technology components, such as gearboxes, blades, generators, frequency converters, or pad transformers.

  • Monitor wind farm construction to ensure compliance with regulatory standards or environmental requirements.

  • Investigate experimental wind turbines or wind turbine technologies for properties such as aerodynamics, production, noise, and load.

  • Test wind turbine components, using mechanical or electronic testing equipment.

  • Design underground or overhead wind farm collector systems.

  • Oversee the work activities of wind farm consultants or subcontractors.

  • Test wind turbine equipment to determine effects of stress or fatigue.

  • Create models to optimize the layout of wind farm access roads, crane pads, crane paths, collection systems, substations, switchyards, or transmission lines.

  • Direct balance of plant (BOP) construction, generator installation, testing, commissioning, or supervisory control and data acquisition (SCADA) to ensure compliance with specifications.

  • Recommend process or infrastructure changes to improve wind turbine performance, reduce operational costs, or comply with regulations.

  • Analyze operation of wind farms or wind farm components to determine reliability, performance, and compliance with specifications.

  • Perform root cause analysis on wind turbine tower component failures.

  • Provide engineering technical support to designers of prototype wind turbines.

Technologies & Software

  • Global Mapper Software Global Mapper
  • WindSim
  • SKM Systems Analysis Power Tools
  • Mathsoft Mathcad
  • Microsoft Visual Basic Scripting Edition VBScript
  • AutoCAD AI
  • Claude (Anthropic)
  • Microsoft Visio
  • Microsoft Visual Basic
  • Enterprise resource planning ERP software
  • Kimi (Moonshot AI)
  • Microsoft Project
  • Bentley MicroStation
  • ESRI ArcGIS software
  • PowerWorld Corporation PowerWorld Simulator
  • Web browser software
  • C++
  • Apache Ant
  • Computational fluid dynamics CFD software
  • Structured query language SQL
  • Git
  • DeepSeek
  • Microsoft Visual C# .NET
  • Schneider Electric Direct Coordination
  • Llama (Meta)
  • EMD International WindPRO
  • Supervisory control and data acquisition SCADA software
  • Microsoft Access
  • ReSoft WindFarm
  • Power system modeling software
  • Microsoft SQL Server
  • Siemens PSS Product Suite
  • Dassault Systemes SolidWorks
  • ANSYS AI Simulation
  • Autodesk AI
  • Microsoft Excel
  • Microsoft .NET Framework
  • Oracle Java
  • National Instruments LabVIEW
  • Google Earth Pro
  • Microsoft PowerPoint
  • Linux
  • Microsoft Visual Studio
  • Qwen (Alibaba)
  • UNIX
  • Apache Subversion SVN
  • Gemini (Google)
  • Word processing software
  • Wonderware software
  • PTC Creo Parametric
  • Autodesk AutoCAD
  • Nova (Amazon)
  • Extensible markup language XML
  • ANSYS simulation software
  • ChatGPT (OpenAI)
  • Perplexity AI
  • DIgSILENT PowerFactory
  • The MathWorks MATLAB
  • Microsoft Visual Basic.NET
  • Amazon Web Services AWS software
  • Oracle Primavera Systems
  • Grok (xAI)
  • Risoe National Laboratory Wind Atlas Analysis and Application Program WAsP
  • GitHub Copilot
  • Formula translation/translator FORTRAN
  • Microsoft Word
  • Mistral (Mistral AI)
  • Microsoft Outlook
  • JUnit
  • Web conferencing software
  • Gemini Code Assist
  • C#
  • Geographic information system GIS software
  • Python
  • ESRI ArcInfo
  • Microsoft Office software
  • Software development tools
  • ESRI ArcGIS Spatial Analyst
  • Manitoba HVDC Research Centre PSCAD
  • Tableau
  • GE Energy Positive Sequence Load Flow Software PSLF
  • Pyranometers
  • Digital video cameras
  • Wind vanes
  • Soil samplers
  • Barometric pressure sensors
  • Handheld global positioning system GPS units
  • Desktop computers
  • Cup anemometers
  • Dataloggers
  • Sonic detection and ranging SODAR equipment
  • Portable meteorological stations
  • Propeller anemometers
  • Laptop computers
  • Electronic temperature sensors
  • Recording anemometers
  • Light detection and ranging LIDAR systems
  • Mainframe computers
  • Digital still cameras