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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

  • Design underground or overhead wind farm collector systems.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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