Object-based key-value data model using semantic vocabulary enables Agile data governance, BI, and system requirements by eliminating the time-intensive, rigid, siloed activities of serial requirements analysis, relational/dimensional data modeling, and data integration engineering. Agility is required to match technical design to the speed of business decisions with accurate, common, consistent data.