Binary response models are often applied in empirical marketing research wh
ere, for example, individuals or households can be classified as buyers and
non-buyers of certain products or as respondents and non-respondents to di
rect mailing. One way to evaluate such models amounts to calculating the fr
action of correctly classified cases, that is, the hit rare. This paper bri
ngs to the attention a simple test for the statistical significance of this
hit rate. An application to a binary brand choice case serves as an illust
ration.