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Automation Risk Analysis

Will “SCADA Engineer (Supervisory Control and Data Acquisition)” be Automated?

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AI Exposure Risk

54%

“SCADA Engineer (Supervisory Control and Data Acquisition)” 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%

“SCADA Engineer (Supervisory Control and Data Acquisition)” 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
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Data is based on the reference occupation: “Wind Energy Engineers”

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Core Skills & Abilities

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

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

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

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

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

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

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

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

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

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

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

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

  • Design underground or overhead wind farm collector systems.

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

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

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

Technologies & Software

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