What are the core deliverables of data management?

The core deliverables of data management fundamentally focus on the framework and strategy that guide how data is collected, stored, integrated, and used within an organization. Having a well-defined data strategy is essential as it sets the direction for how data will be managed to support business objectives. It includes policies, best practices, and governance structures that ensure data is effectively utilized and aligned with organizational goals.

Data architecture complements the strategy by providing the structural design of data systems aimed at best supporting data management efforts. It encompasses the models, policies, and technologies that are necessary to collect, manage, store, and use data efficiently. A robust data architecture ensures that the data system is scalable, secure, and capable of meeting current and future data needs.

Other options focus on important aspects of data management but do not encompass its core deliverables in the same way. For instance, data marketing, while vital for promoting the value of data within and outside the organization, is not a fundamental deliverable of managing data itself. Similarly, data services refer to the operational aspects of supporting the data architecture but do not represent the overarching frameworks of strategy and architecture that guide effective data management. Concepts like data integration, optimization, security, and recovery are also important but usually derive from the strategic