This paper tests whether out-of-sample hedonic value predictions can be improved when a large urban housing market is divided into submarkets.

We maintain that the appropriate definition of submarkets depends on the use to which they will be put. For mass appraisal purposes, submarkets should be defined so that the accuracy of hedonic predictions will be optimized. Thus we test whether out-of-sample hedonic value predictions can be...