TY - JOUR AB - Order flow is toxic when it adversely selects market makers, who may be unaware they are providing liquidity at a loss. We present a new procedure to estimate flow toxicity based on volume imbalance and trade intensity (the VPIN toxicity metric). VPIN is updated in volume time, making it applicable to the high-frequency world, and it does not require the intermediate estimation of non-observable parameters or the application of numerical methods. It does require trades classified as buys or sells, and we develop a new bulk volume classification procedure that we argue is more useful in high-frequency markets than standard classification procedures. We show that the VPIN metric is a useful indicator of short-term, toxicity-induced volatility. © The Author 2011. Published by Oxford University Press on behalf of The Society for Financial Studies. All rights reserved. AU - Easley, D AU - López De Prado, MM AU - O'Hara, M DA - 2012/05/01 DO - 10.1093/rfs/hhs053 EP - 1493 JO - Review of Financial Studies PY - 2012/05/01 SP - 1457 TI - Flow toxicity and liquidity in a high-frequency world VL - 25 Y1 - 2012/05/01 Y2 - 2026/06/01 ER -