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The period of June 10-16, 2002 was selected for the common focus of the study. This period was chosen because of the high frequency of convection occurrence. Wilson and Roberts (2005) documented Twenty-two initiation episodes for the seven days. The statistical analysis of observed rainfall revealed that the regime of convection for the one-week period corresponded well to translating synoptic cold front pattern with significant southeastward propagation. To evaluate the impacts of various factors that play key roles for the short-term forecasts of convective systems, a baseline simulation for the period was conducted using WRF (Weather Research and Forecasting) model to set a benchmark. The baseline run was initialized at 00 UTC and 12 UTC with NAM 40 km analysis, producing 36 hour and 24 hour forecasts respectively. Simulations initialized by WRF-3DVar and RTFDDA, a data assimilation system based on observation nudging, were conducted to compare with the baseline run. Sensitivities of precipitation forecasts with respect to microphysical parameterization, land-PBL coupling, and PBL schemes are also evaluated. Due to computation limitation and the level of system readiness, WRF-4DVar and EnKF were run with only specific cases and on smaller domains. Diagnostic analyses of key dynamical and thermodynamical processes contributing to forecast success and failure, such as low-level convergence, low-level wind shear, CAPE and CIN, and cold pool, were conducted. These analyses were compared with observations or analyses resulting from data assimilation. Lessons learned from the sensitivity and diagnostic studies will be presented.