Most analytic systems utilize data gathered from several systems. However, if the data from different sources are not uniform, it may require additional jobs to bring the data fully ready to use. In addition, organizations use package software or SAAS, which the data structure is hard to be uniform as other in-house applications.

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Data standardization is the process of aligning data in a common format to facilitate analytics and collaborative operation. It also provides a comprehensive data catalog by stating elements and attributes in a consistent way for your data scientist and citizon.