We develop a new likelihood-based approach to signing trades in the absence of quotes. This approach is equally efficient as the existing Markov-chain Monte Carlo methods, but more than ten times faster. It can address the occurrence of multiple trades at the same time and allows for analysis of...

We find that the firms included in the S&P 500 index are characterized by large increases in earnings, appreciation in market value, and positive price momentum in the period preceding their index inclusion. This strong preinclusion performance predicts 1) the permanent increase in market value...

Customer order flow correlates with permanent price changes in equity and non-equity markets. We examine macro news events in the thirty-year Treasury futures market to identify causality from customer flow to risk-free rates. We remove the positive feedback trading effect and establish that, in...