This paper discusses some important issues and problems associated with evaluating the performance of radarbased severe storm detection algorithms. The deficiencies of using Storm Data as a source of verification are examined. Options for equalizing the time-and space scales of the algorithm predictions and the corresponding verification data are presented. Finally, recommendations are given concerning the different evaluation procedures that are available.