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Previously, there were three types of data structures in telco: . Entity data sets — i.e. marketing datalakes . There were many of these structures across the business, multiples for each acquisition, each line of business, and each executive structure.
While most continue to struggle with dataquality issues and cumbersome manual processes, best-in-class companies are making improvements with commercial automation tools. The data vault has strong adherents among best-in-class companies, even though its usage lags the alternative approaches of third-normal-form and star schema.
I have since run and driven transformation in Reference Data, Master Data , KYC [3] , Customer Data, Data Warehousing and more recently DataLakes and Analytics , constantly building experience and capability in the Data Governance , Quality and data services domains, both inside banks, as a consultant and as a vendor.
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