Intraday Patterns in the Cross-Section of Stock Returns

Motivated by the literature on investment flows and optimal trading, we examine intraday predictability in the cross-section of stock returns. We find a striking pattern of return continuation at half-hour intervals that are exact multiples of a trading day, and this effect lasts for at least 40 trading days. Volume, order imbalance, volatility, and bid-ask spreads exhibit similar patterns, but do not explain the return patterns. We also show that short-term return reversal is driven by temporary liquidity imbalances lasting less than an hour and bid-ask bounce. Timing trades can reduce execution costs by the equivalent of the effective spread.

[1]  Sang Yong Park,et al.  The puzzling price behavior of treasury bills that mature at the turn of calendar months , 1986 .

[2]  Charles M. Jones,et al.  Does Algorithmic Trading Improve Liquidity? , 2010 .

[3]  Joshua D. Coval,et al.  Asset Fire Sales (and Purchases) in Equity Markets , 2005 .

[4]  E. Dimson Risk measurement when shares are subject to infrequent trading , 1979 .

[5]  R. Roll,et al.  A Simple Implicit Measure of the Effective Bid-Ask Spread in an Efficient Market , 2008 .

[6]  T. Bollerslev,et al.  Intraday periodicity and volatility persistence in financial markets , 1997 .

[7]  Jeremy H. Large Measuring the resiliency of an electronic limit order book , 2007 .

[8]  T. Bollerslev,et al.  Generalized autoregressive conditional heteroskedasticity , 1986 .

[9]  Josef Lakonishok,et al.  Are Seasonal Anomalies Real? A Ninety-Year Perspective , 1988 .

[10]  Lawrence Harris,et al.  Price and Volume Effects Associated with Changes in the S&P 500 List: New Evidence for the Existence of Price Pressures , 1986 .

[11]  K. French Stock returns and the weekend effect , 1980 .

[12]  J. Campbell,et al.  Caught on Tape: Institutional Trading, Stock Returns, and Earnings Announcements , 2007 .

[13]  Richard Roll,et al.  Liquidity and Market Efficiency , 2008 .

[14]  Dennis E. Logue,et al.  Foundations of Finance. , 1977 .

[15]  Narasimhan Jegadeesh,et al.  Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency , 1993 .

[16]  Lisa A. Kramer,et al.  Winter Blues: A Sad Stock Market Cycle , 2003 .

[17]  S. Heston,et al.  Common Patterns of Predictability in the Cross-Section of International Stock Returns , 2007 .

[18]  Common Patterns of Predictability in the Cross-Section of International Stock Returns , 2007 .

[19]  Myron S. Scholes,et al.  Estimating betas from nonsynchronous data , 1977 .

[20]  Avanidhar Subrahmanyam,et al.  News Events, Information Acquisition, and Serial Correlation , 1998 .

[21]  Ben Jacobsen,et al.  The Halloween Indicator, 'Sell in May and Go Away': Another Puzzle , 2001 .

[22]  Anat R. Admati,et al.  A Theory of Intraday Patterns: Volume and Price Variability , 1988 .

[23]  Joel Hasbrouck,et al.  Trading Costs and Returns for U.S. Equities: Estimating Effective Costs from Daily Data , 2009 .

[24]  Avanidhar Subrahmanyam,et al.  Evidence on the Speed of Convergence to Market Efficiency , 2001 .

[25]  Soeren Hvidkjaer,et al.  Small Trades and the Cross-Section of Stock Returns , 2006 .

[26]  Laura T. Starks,et al.  Day-of-the-week and intraday effects in stock returns , 1986 .

[27]  Andrea Frazzini,et al.  Dumb Money: Mutual Fund Flows and the Cross-Section of Stock Returns , 2005 .

[28]  E. Fama,et al.  Risk, Return, and Equilibrium , 1971, Journal of Political Economy.

[29]  Tarun Chordia,et al.  Liquidity and Autocorrelations in Individual Stock Returns , 2005 .

[30]  Lawrence Harris,et al.  Estimating the components of the bid/ask spread , 1988 .

[31]  Dong Lou,et al.  A Flow-Based Explanation for Return Predictability , 2010 .

[32]  Lin Peng,et al.  The quality of price formation at market openings and closings: Evidence from the Nasdaq stock market , 2008 .

[33]  A. Tversky,et al.  Judgment under Uncertainty: Heuristics and Biases , 1974, Science.

[34]  Narasimhan Jegadeesh,et al.  Evidence of Predictable Behavior of Security Returns , 1990 .

[35]  Liquidity and Autocorrelations in Individual Stock Returns , 2005 .

[36]  Ronnie Sadka,et al.  Seasonality in the cross-section of stock returns , 2008 .

[37]  R. Grinold,et al.  Active portfolio management : a quantitative approach for providing superior returns and controlling risk , 2000 .

[38]  William R. Kinney,et al.  Capital market seasonality: The case of stock returns , 1976 .

[39]  A. Krishnamurthy,et al.  Intermediary Asset Pricing , 2008 .

[40]  Alexander Fadeev,et al.  Optimal execution for portfolio transactions , 2006 .

[41]  J. Ord,et al.  An Investigation of Transactions Data for NYSE Stocks , 1985 .

[42]  Julian Lorenz,et al.  Bayesian Adaptive Trading with a Daily Cycle , 2006 .

[43]  Gur Huberman,et al.  Optimal Liquidity Trading , 2000 .

[44]  W. Andrew LO, . Long-Term Memory in Stock Market Prices, Econometrica, , . , 1991 .

[45]  Robert A. Korajczyk,et al.  Are Momentum Profits Robust to Trading Costs? , 2003 .

[46]  Robert A. Korajczyk,et al.  Predicting Equity Liquidity , 2000, Manag. Sci..

[47]  Frank T. Magiera,et al.  Evidence on the Speed of Convergence to Market Efficiency , 2005 .

[48]  Craig W. Holden,et al.  Do Liquidity Measures Measure Liquidity , 2009 .

[49]  Donald B. Keim SIZE-RELATED ANOMALIES AND STOCK RETURN SEASONALITY Further Empirical Evidence , 1983 .

[50]  E. Fama,et al.  Risk, Return, and Equilibrium: Empirical Tests , 1973, Journal of Political Economy.

[51]  Donald B. Keim Trading patterns, bid-ask spreads, and estimated security returns: The case of common stocks at calendar turning points , 1989 .

[52]  Ian Domowitz,et al.  Resiliency in an Automated Auction , 2004 .

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

[54]  Brian H. Boyer Comovement Among Stocks with Similar Book-to-Market Ratios , 2006 .

[55]  Robert A. Korajczyk,et al.  Pricing the Commonality Across Alternative Measures of Liquidity , 2007 .

[56]  Ronnie Sadka,et al.  Momentum and Post-Earnings-Announcement Drift Anomalies: The Role of Liquidity Risk , 2006 .

[57]  A. Lo,et al.  When are Contrarian Profits Due to Stock Market Overreaction? , 1989 .

[58]  L. Harris A transaction data study of weekly and intradaily patterns in stock returns , 1986 .

[59]  M. Blume,et al.  BIASES IN COMPUTED RETURNS An Application to the Size Effect , 1983 .

[60]  Dimitri Vayanos,et al.  An Institutional Theory of Momentum and Reversal , 2008 .

[61]  Risk Aversion and Clientele Effects , 2009 .

[62]  Prem C. Jain,et al.  The Dependence between Hourly Prices and Trading Volume , 1988, Journal of Financial and Quantitative Analysis.

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

[64]  George Sofianos,et al.  When the Going Gets Tough, the Algos Get Going , 2009, The Journal of Trading.

[65]  H. Stoll THE SUPPLY OF DEALER SERVICES IN SECURITIES MARKETS , 1978 .

[66]  Dimitri Vayanos,et al.  Strategic trading in a dynamic noisy market , 2001 .

[67]  D. Bertsimas,et al.  Optimal control of execution costs , 1998 .

[68]  René M. Stulz,et al.  Working Paper Series the Determinants of the Flow of Funds of Managed Portfolios: Mutual Funds versus Pension Funds the Determinants of the Flow of Funds of Managed Portfolios: Mutual Funds versus Pension Funds , 2022 .

[69]  Ron Kaniel,et al.  Leaning for the Tape: Evidence of Gaming Behavior in Equity Mutual Funds , 2002 .