for exogenous shock to market data. After the data fitting and VaR estimation, we conclude that the range-based volatility … regime switching into volatility process can boost the efficiency for VaR estimation. We also present an empirical … with non-regime switching volatility model, our model outperforms other alternatives on the estimation of volatility …