 Data assimilation, DA, holds considerable potential for improving hydrologic predictions. But advances in DA research have not been adequately or timely implemented in operational forecast systems. This is due in part to a lack of mechanisms to properly quantify the uncertainty in observations and forecast models in real-time forecasting situations. This article was authored by Wailu, A. H. Weertz, M. Clark, and others.