Best Practices for Data Management in Defense Environments

This white paper discusses best practices for data management within the U.S. Department of Defense (DoD) in response to emerging challenges from global cyber threats. It outlines the ongoing debate regarding the ideal data management framework and the challenges faced in implementing effective data management strategies. The paper identifies specific issues such as existing workflows, data structure nuances, human-machine teaming efficiencies, and the need for appropriate AI/ML model validation. It also emphasizes the importance of user-centered design and the management of historical data needs. Recommendations for overcoming these challenges include maximizing existing resources, improving data integration, and ensuring that data management practices are aligned with mission requirements. The paper concludes by highlighting the need for a common operating picture (COP) that enhances mission effectiveness through better data visualization and analysis, while addressing the complexities of data integration and security within the DoD environment.