This paper examines the impact of intraday periodicity on forecasting realized volatility using a heterogeneous … autoregressive model (HAR) framework. We show that periodicity inflates the variance of the realized volatility and biases jump … estimators. This combined effect adversely affects forecasting. To account for this, we propose a periodicity-adjusted model …