A Direct Test of Methods for Inferring Trade Direction from Intra-Day Data

This study directly tests the ability of several competing methods to identify market buy and sell orders using intra-day quote and trade prices, and identifies factors that affect the accuracy of the methods. Lee and Ready's (1991) algorithm performs about the same as the tick test, but the performance of both methods is worse than expected. The results show that the use of either algorithm to classify trades can lead to significantly biased estimates of effective spreads and signed volume, but the tick test provides better estimates of effective spreads and signed volume than Lee and Ready's method.

[1]  Herbert M. Kaufman,et al.  A Cross-Exchange Comparison of Execution Costs and Information Flow for Nyse-Listed Stocks , 1997 .

[2]  Atulya Sarin,et al.  The Allocation of Informed Trading Across Related Markets: An Analysis of the Impact of Changes in Equity-Option Margin Requirements , 1995 .

[3]  S. Viswanathan,et al.  Variations in Trading Volume, Return Volatility, and Trading Costs: Evidence on Recent Price Formation Models , 1993 .

[4]  Louis K.C. Chan,et al.  The Behavior of Stock Prices Around Institutional Trades , 1993 .

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

[6]  M. Ready,et al.  The Specialist's Discretion: Stopped Orders and Price Improvement , 1999 .

[7]  R. Lyons,et al.  Tests of Microstructural Hypotheses in the Foreign Exchange Market , 1993 .

[8]  Avanidhar Subrahmanyam,et al.  Using intraday data to test for effects of index futures on the underlying stock markets , 1994 .

[9]  M. Brennan,et al.  The Determinants of Average Trade Size , 1998 .

[10]  Alex Frino,et al.  The accuracy of the tick test : evidence from the Australian Stock Exchange , 1996 .

[11]  Louis K.C. Chan,et al.  Institutional trades and intraday stock price behavior , 1991 .

[12]  Atulya Sarin,et al.  Testing for micro-structure effects of international dual listings using intraday data , 1996 .

[13]  H. Theil Introduction to econometrics , 1978 .

[14]  M. Brennan,et al.  Investment analysis and price formation in securities markets , 1995 .

[15]  Laura T. Starks,et al.  Institutions and Individuals at the Turn-of-the-Year , 1997 .

[16]  Herbert M. Kaufman,et al.  A Comparison of Trade Execution Costs for NYSE and NASDAQ-Listed Stocks , 1997, Journal of Financial and Quantitative Analysis.

[17]  Thomas H. Mcinish,et al.  Bids and asks in disequilibrium market microstructure: The case of IBM , 1995 .

[18]  Maureen O'Hara,et al.  The Accuracy of Trade Classification Rules: Evidence from NASDAQ , 2000 .

[19]  P. Schultz,et al.  Aftermarket support and underpricing of initial public offerings , 1994 .

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

[21]  Joel Hasbrouck Order characteristics and stock price evolution An application to program trading , 1996 .

[22]  Nonstandard-Settlement Transactions , 1998 .

[23]  P. Schultz,et al.  The importance of firm quotes and rapid executions: Evidence from the January 1994 SOES rules changes , 1997 .

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

[25]  Charles M. C. Lee Market Integration and Price Execution for NYSE-Listed Securities , 1993 .

[26]  Joel Hasbrouck The Summary Informativeness of Stock Trades: An Econometric Analysis , 1991 .

[27]  Ananth Madhavan,et al.  A Bayesian model of intraday specialist pricing , 1991 .

[28]  George Sofianos,et al.  An empirical analysis of NYSE specialist trading , 1998 .

[29]  Maureen O'Hara,et al.  Cream-Skimming or Profit-Sharing? The Curious Role of Purchased Order Flow , 1996 .

[30]  Atulya Sarin,et al.  The Impact of Options Trading on the Market Quality of the Underlying Security: An Empirical Analysis , 1998 .

[31]  Maureen O'Hara,et al.  Option Volume and Stock Prices: Evidence on Where Informed Traders Trade , 1998 .

[32]  Elizabeth R. Odders-White,et al.  On the occurrence and consequences of inaccurate trade classification , 2000 .

[33]  Hendrik Bessembinder The Degree of Price Resolution and Equity Trading Costs , 1996 .

[34]  B. Radhakrishna,et al.  Inferring investor behavior: Evidence from TORQ data , 2000 .

[35]  Ananth Madhavan,et al.  An Analysis of Changes in Specialist Inventories and Quotations , 1993 .

[36]  D. Rubinfeld,et al.  Econometric models and economic forecasts , 2002 .

[37]  K. Hanley,et al.  The Marketing of Closed-end Fund IPOs: Evidence from Transactions Data☆ , 1996 .

[38]  Peter J. Knez,et al.  Estimating the Profits from Trading Strategies , 1996 .

[39]  George Sofianos,et al.  The Trades of Market Makers: An Empirical Analysis of NYSE Specialists , 1993 .

[40]  M. Petersen,et al.  Posted versus effective spreads: Good prices or bad quotes? , 1994 .

[41]  Lawrence Harris,et al.  Market vs. Limit Orders: The SuperDOT Evidence on Order Submission Strategy , 1996, Journal of Financial and Quantitative Analysis.

[42]  Joel Hasbrouck,et al.  Assessing the Quality of a Security Market: A New Approach to Transaction-Cost Measurement , 1993 .

[43]  Sugato Chakravarty,et al.  Does Insider Trading Really Move Stock Prices? , 1999, Journal of Financial and Quantitative Analysis.

[44]  M. Flannery Comment on Benveniste, Erdal and Wilhelm, Jr , 1998 .

[45]  Lawrence M. Benveniste,et al.  Who benefits from secondary market price stabilization of IOPs , 1998 .