Before revision:  We work with a parsimonious parametrization of ordered binary choice regression that quite precisely forecasts future conditional probability distributions of returns , using past indicator and past volatility proxy as predictors.
After revision:  We work with a parsimonious parametrization of ordered binary choice regression that quite precisely forecasts future conditional probability distributions of returns quite precisely when using a past indicator and past volatility proxy as predictors.