We examine the performance of three spread decomposition models which provide estimates of the inventory holding component of the bid-ask spread: the Stoll (1989), Huang and Stoll (1997), and Bollen, Smith, and Whaley (2004) models. As a benchmark for the analysis, we use the order imbalance...