Coastal areas are facing more severe storms and flooding worldwide. These storms create significant morphological changes to coastlines. Coastal engineers have made several efforts to assess and predict the strength of coastal storms and morphological changes. Recently, several parameters for predicting storm impact have been proposed. In this study, the Coastal Storm Impulse (COSI) parameter is used to predict volume changes from coastal storms using the data observed in Japan. The wave height and storm duration were used to define and pull out the storms. The volume change from each storm was calculated for two areas, i.e., the entire beach profile and nearshore area (Zone 1). The correlation coefficient, R 2 , between the COSI parameters and the volume change for the entire profile and Zone 1 were 0.34 and 0.32, respectively. The storm events were classified into two groups based on the surge contribution, i.e., with and without the surge momentum effect for Groups 1 and 2, respectively. From the regression analysis, the correlation coefficient, R 2 , between Group 2 of the COSI parameters and the volume change of Zone 1 was 0.62. Moreover, the shoreline position was included in the estimation of the volume change in Zone 1, and the predicted result improved by up to R 2 = 0.71. From the analysis results, although there is a relatively low correlation between the COSI parameter and the volume change at Zone 1, the relationship will increase when we focus on the storms that include surge momentum and consider the shoreline position. Thus, we considered the seasonal shoreline location to improve the prediction results.