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Data Warehouse

Have You Built Your Audit Dimension Yet?

One of the most effective tools for managing data quality and data governance, as well as giving business users confidence in the data warehouse results, is the audit dimension. We often attach an audit dimension to every fact table so that business users can choose to illuminate the provenance and confidence in their queries and reports. Simply put, the audit dimension elevates metadata to the status of ordinary data and makes this metadata available at the top level of any BI tool user interface.

via Design Tip #164 Have You Built Your Audit Dimension Yet? – Kimball Group.

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Extreme Status Tracking For Real Time Customer Analysis

Customer interactions create a wealth of timely data that marketing departments are eager to exploit. The customer status fact table provides a central switchboard for using this fast-moving data.

via IntelligentEnterprise : Kimball University: Extreme Status Tracking For Real Time Customer Analysis (printable version).