, we give an empirical result on the relationship between the bid-ask liquidity balance and trade sign and we show that … liquidity balance on best bid/best ask is quite informative for predicting the future market order's direction. Moreover, we de … market order size as well as the liquidity on the best bid (best ask) are consistently informative for predicting the …