We report three new findings that rely upon the high-low price range a
s an estimate of stock return variance. The predictability of variance
is associated with persistence in high prices and with correlated sho
cks to high and low prices. Excess stock returns are positively relate
d to anticipated variance and inversely related to unanticipated varia
nce. Lagged squared residuals in GARCH(1,1) models have no incremental
explanatory power in the presence of forecasts of conditional volatil
ity generated from high-low price spread models.