This paper discusses some important issues and problems associated wit
h evaluating the performance of radar-based severe storm detection alg
orithms. The deficiencies of using Storm Data as a source of verificat
ion 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 differen
t evaluation procedures that are available.