This paper introduces a novel quantile approach to harness the high-frequency information and improve daily conditional estimation. Specifically, we model standard deviation as realized GARCH employ deviation, volatility, quantile, absolute overnight return innovations in proposed dynamic models. We devise two-step estimation procedure estimate parameters. The first step applies quasi-maximum l...