Industrial Data Modeling: From Raw Tags to Reusable Templates
Raw tag names and register addresses are not enough for analytics and AI. Define data correctly once with asset models, templates and conte…
Data Analytics
Data governance, DataOps, UNS, semantic layers and data quality for analytics.
Our services and solutions on this topic: Industrial DataOps & UNS
What Is a Semantic Layer? Consistent Metrics in Industrial Analytics
If the same metric comes out differently in every dashboard, the problem is not the data itself but scattered definitions. A semantic layer…
What Is OEE and How Is It Calculated? A Worked Example and Common Mistakes
OEE is the product of availability, performance and quality. A step-by-step worked example, the six big losses and the most common mistakes…
Industrial Data Analytics and Predictive Maintenance: Prevent Unplanned Downtime
Predict equipment failures before they happen with big data analytics and machine learning.
Data Quality: The Invisible Determinant of Industrial Analytics
However advanced analytics models are, they cannot produce reliable results from poor-quality data. We examine quality issues in industrial…
Industrial Data Governance and DataOps
Data governance makes industrial data reliable, accessible, and compliant. We examine how the DataOps approach can professionalize your dat…