Impacts of Trades in an Error-Correction Model of Quote Prices

In this paper we analyze and interpret the quote price dynamics of 100 NYSE stocks with varying average trade frequencies. We specify an error-correction model for the log difference of the bid and the ask price, with the spread acting as the error-correction term, and include as regressors the characteristics of the trades occurring between quote observations, if any. We find that short duration and medium volume trades have the largest impacts on quote prices for all one hundred stocks, and that buyer initiated trades primarily move the ask price while seller initiated trades primarily move the bid price. Trades have a greater impact on quotes in both the short and the long run for the infrequently traded stocks than for the more actively traded stocks. Finally, we find strong evidence that the spread is mean reverting.

[1]  G. Box,et al.  On a measure of lack of fit in time series models , 1978 .

[2]  Joel Hasbrouck,et al.  The Dynamics of Discrete Bid and Ask Quotes , 1996 .

[3]  Hans R. Stoll,et al.  Market Microstructure and Stock Return Predictions , 1994 .

[4]  Robert F. Engle,et al.  The Econometrics of Ultra-High Frequency Data , 1996 .

[5]  Chunchi Wu,et al.  The intraday relation between return volatility, transactions, and volume☆ , 1999 .

[6]  Kenneth A. Kavajecz,et al.  An Examination of Changes in Specialists’ Posted Price Schedules , 2001 .

[7]  Maureen O'Hara,et al.  Time and the Process of Security Price Adjustment , 1992 .

[8]  George J. Benston,et al.  Determinants of bid-asked spreads in the over-the-counter market , 1974 .

[9]  R. Engle,et al.  Predicting VNET: A model of the dynamics of market depth , 2001 .

[10]  H. White A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity , 1980 .

[11]  David Easley,et al.  Liquidity, Information, and Infrequently Traded Stocks , 1996 .

[12]  P. Wei,et al.  Intraday Variations in Trading Activity, Price Variability, and the Bid-Ask Spread , 1992 .

[13]  James D. Hamilton Time Series Analysis , 1994 .

[14]  Jeffrey R. Russell,et al.  Autoregressive Conditional Duration: A New Model for Irregularly Spaced Transaction Data , 1998 .

[15]  Maureen O'Hara,et al.  Market Microstructure Theory , 1995 .

[16]  Joel Hasbrouck,et al.  One Security, Many Markets: Determining the Contributions to Price Discovery , 1995 .

[17]  Robert E. Verrecchia,et al.  Constraints on short-selling and asset price adjustment to private information , 1987 .

[18]  R. Engle,et al.  Measuring, Forecasting and Explaining Time Varying Liquidity in the Stock Market , 1997 .

[19]  Hans R. Stoll,et al.  Presidential Address: Friction , 2000 .

[20]  R. Chou,et al.  ARCH modeling in finance: A review of the theory and empirical evidence , 1992 .

[21]  Duane J. Seppi Equilibrium Block Trading and Asymmetric Information , 1990 .

[22]  Ananth Madhavan,et al.  In Search of Liquidity: Block Trades in the Upstairs and Downstairs Markets , 1997 .

[23]  Chester Spatt,et al.  An Empirical Analysis of the Limit Order Book and the Order Flow in the Paris Bourse , 1995 .

[24]  Paul R. Milgrom,et al.  Bid, ask and transaction prices in a specialist market with heterogeneously informed traders , 1985 .

[25]  Charles M. C. Lee,et al.  Inferring Trade Direction from Intraday Data , 1991 .

[26]  Kenneth A. Kavajecz A Specialist's Quoted Depth and the Limit Order Book , 1999 .

[27]  David Easley,et al.  One Day in the Life of a Very Common Stock , 1997 .

[28]  Donald B. Keim,et al.  The Upstairs Market for Large-Block Transactions: Analysis and Measurement of Price Effects , 1996 .

[29]  Herb Johnson,et al.  The Intraday Behavior of Bid-Ask Spreads for NYSE Stocks and CBOE Options , 1995, Journal of Financial and Quantitative Analysis.

[30]  Michael A. Goldstein,et al.  Quotes, Order Flow, and Price Discovery , 1997 .

[31]  R. Engle,et al.  Time and the Price Impact of a Trade , 1999 .

[32]  Andrew J. Patton,et al.  Impacts of Trades in an Error-Correction Model of Quote Prices , 2000 .

[33]  Dan Galai,et al.  Information Effects on the Bid‐Ask Spread , 1983 .

[34]  R. Engle,et al.  Modeling the Impacts of Market Activity on Bid-Ask Spreads in the Option Market , 1999 .

[35]  G. Schwert Why Does Stock Market Volatility Change Over Time? , 1988 .

[36]  Maureen O'Hara,et al.  PRICE, TRADE SIZE, AND INFORMATION IN SECURITIES MARKETS* , 1987 .

[37]  Joel Hasbrouck,et al.  Measuring the Information Content of Stock Trades , 1991 .

[38]  Hasung Jang,et al.  Consistency between Predicted and Actual Bid-Ask Quote-Revisions , 1991 .

[39]  Jerold B. Warner,et al.  Stealth trading and volatility , 1993 .

[40]  A. Lo,et al.  An Ordered Probit Analysis of Transaction Stock Prices , 1991 .