This paper compares several statistical models for monthly stock return volatility. The focus is on U.S. data from 1834 … volatility that are inconsistent with stationary models for conditional heteroskedasticity, We show the importance of … nonlinearities in stock return behavior that are not captured by conventional ARCH or GARCH models. We also show the nonstationariry …