This paper investigates whether reliable house price indices can be constructed using a limited set of descriptive variables on a large number of observations. Four primary index methods are compared: (1) median sale price, (2) restricted hedonic, (3) repeat sales, and (4) the assessed-value technique. The paper examines the precision and accuracy of each of the alternative indices. (C) 1994 Academic Press, Inc.