The next step: enhancing the master data via data warehouse consolidation

0

Last time we looked at how the tools and methods incorporated within a master data management system can contribute to ensuring the satisfaction of the success criteria for data warehouse consolidation. MDM provides some valuable capabilities that will simplify the consolidation processes. In addition, integrating consolidation with the master repository creates a feedback mechanism in which any potential inconsistencies noted at the target data warehouse can be communicated back to the master repository as well as the original data source owners.

Including the results of the data warehouse consolidation back into the master repository will also help improve the master data integration process. Scanning through multiple existing data warehouses and marts allows the MDM system to look for embedded connections and relationships that might not have been found when streaming source data directly into the master repository. The feedback loop from the consolidation helps to enhance master entity representations, smooth out semantic differences and highlight profiles and relationships that are valuable to expose to downstream consumers.

But what is critical is recognizing the pivotal role MDM plays in consolidation. In general, it represents the target of consolidation - but as I have shown, it can act as a facilitator of consolidation for other target systems.

Share

About Author

David Loshin

President, Knowledge Integrity, Inc.

David Loshin, president of Knowledge Integrity, Inc., is a recognized thought leader and expert consultant in the areas of data quality, master data management and business intelligence. David is a prolific author regarding data management best practices, via the expert channel at b-eye-network.com and numerous books, white papers, and web seminars on a variety of data management best practices. His book, Business Intelligence: The Savvy Manager’s Guide (June 2003) has been hailed as a resource allowing readers to “gain an understanding of business intelligence, business management disciplines, data warehousing and how all of the pieces work together.” His book, Master Data Management, has been endorsed by data management industry leaders, and his valuable MDM insights can be reviewed at mdmbook.com . David is also the author of The Practitioner’s Guide to Data Quality Improvement. He can be reached at loshin@knowledge-integrity.com.

Leave A Reply

Back to Top