Improved data governance solutions to enterprise-level master data storage hubs are provided by implementing data governance functionality across the operational systems, analytical systems, and master data hubs of an enterprise. Data governance functionality is provided across the systems and hubs of an enterprise by providing visibility into the operational data, analytical data, and master data of an enterprise, by providing visibility into the data quality measuring processes that have been executed on the operational and analytical data, and by providing functionality for correcting fragmented, inconsistent, and erroneous information within operational and analytical data.