The increase in trading frequency of Exchanged Traded Funds (ETFs) presents a positive externality for financial risk management when the price ETF is available at higher than component stocks. spillover consists improving accuracy pre-estimators integrated covariance stocks included ETF. proposed Beta Adjusted Covariance (BAC) equals pre-estimator plus minimal adjustment matrix such that covar...