Quality prediction, and thus cost-efficiency and full-lifecycle planning, is fueled by credible data. Data-centric national and Department of Defense (DoD) policy, combined with data-enabling technological development are advancing the creation of credible data repositories and accelerating the pace of predictive innovations for sustainment.