Conditional quantile prediction involves estimating/predicting the quantile of a response random variable conditioned on observed covariates. The existing literature assumes the availability of independent and identically distributed (i.i.d.) samples of both the covariates and the response...

In recent years, performance-based plans especially those based on multiple-year accounting performance (MAPs) become the biggest component of CEO pay. In contrast to traditional time-based stock options, the MAPs condition the granting of awards on accounting performance measured over multiple...