The Cointegration Alpha: Enhanced Index Tracking and Long-Short Equity Market Neutral Strategies

This paper presents two applications of cointegration based trading strategies: a classic index tracking strategy and a long-short equity market neutral strategy. As opposed to other traditional index tracking or long-short equity strategies, the portfolio optimisation is based on cointegration rather than correlation. The first strategy aims to replicate a benchmark accurately in terms of returns and volatility, while the other seeks to minimise volatility and generate steady returns under all market circumstances. Additionally, several combinations of these two strategies are explored. To validate the applicability of the cointegration technique to asset allocation, pioneered by Lucas (1997) and Alexander (1999), and explain how and why it works, we have employed a panel data on DJIA and its constituent stocks. When applied to constructing trading strategies in the DJIA, the cointegration technique produces encouraging results. For example, between January 1995 and December 2001 the most successful self-financing statistical arbitrage strategies returned (net of transaction and repo costs) approximately 10% with roughly 2% annual volatility and negligible correlation with the market. The comprehensive set of back-test results reported is meant to offer a detailed picture of the cointegration mechanism, and to emphasise its practical implementation issues. Its key characteristics, i.e. mean reverting tracking error, enhanced weights stability and better use of the information contained in stock prices, allow a flexible design of various funded and self-financing trading strategies, from index and enhanced index tracking, to long-short market neutral and alpha transfer techniques. Further enhancement of the strategy should target first, the identification of successful stock selection rules to supplement the simple cointegration results and second, the investigation of the potential benefits of applying optimal rebalancing rules.

[1]  C. Alexander,et al.  Optimal hedging using cointegration , 1999, Philosophical Transactions of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences.

[2]  A. Lucas Strategic and tactical asset allocation and the effect of long-run equilibrium relations , 1997 .

[3]  Chris Brooks,et al.  The Statistical Properties of Hedge Fund Index Returns and Their Implications for Investors , 2001 .

[4]  P. Bossaerts Common nonstationary components of asset prices , 1988 .

[5]  W. Fuller,et al.  LIKELIHOOD RATIO STATISTICS FOR AUTOREGRESSIVE TIME SERIES WITH A UNIT ROOT , 1981 .

[6]  Robert M. Kunst,et al.  Cointegration in a Macroeconomic System , 1990 .

[7]  Pierre Giot,et al.  Market Models: A Guide to Financial Data Analysis , 2003 .

[8]  Monetary Dynamics: An Application of Cointegration and Error-Correction Modeling , 1991 .

[9]  Joon Y. Park Canonical Cointegrating Regressions , 1992 .

[10]  Richard Clarida Co-Integration, Aggregate Consumption, and the Demand for Imports: A Structural Econometric Investigation , 1991 .

[11]  P. D. Corbae,et al.  Cointegration and Tests of Purchasing Power Parity , 1988 .

[12]  P. Phillips,et al.  Asymptotic Properties of Residual Based Tests for Cointegration , 1990 .

[13]  Mark P. Taylor,et al.  The Internationalisation of Stock Markets and the Abolition of U.K. Exchange Control , 1989 .

[14]  M. C. Jensen The Performance of Mutual Funds in the Period 1945-1964 , 1967 .

[15]  Robert J. Shiller,et al.  Cointegration and Tests of Present Value Models , 1987, Journal of Political Economy.

[16]  Kenneth N. Levy,et al.  Alpha Transport With Derivatives , 1999 .

[17]  James H. Stock,et al.  Asymptotic Properties of Least Squares Estimators of Cointegrating Vectors , 1987 .

[18]  C. Granger,et al.  Co-integration and error correction: representation, estimation and testing , 1987 .

[19]  William N. Goetzmann,et al.  Pairs Trading: Performance of a Relative Value Arbitrage Rule , 1998 .

[20]  J. Stock,et al.  Variable Trends in Economic Time Series , 1988 .

[21]  James G. MacKinnon,et al.  Critical Values for Cointegration Tests , 1990 .

[22]  W. Sharpe Asset allocation , 1992 .

[23]  C. Nelson,et al.  A new approach to decomposition of economic time series into permanent and transitory components with particular attention to measurement of the ‘business cycle’☆ , 1981 .

[24]  W. Fung,et al.  A primer on hedge funds , 1999 .

[25]  Joon Y. Park,et al.  Testing Purchasing Power Parity under the Null Hypothesis of Co-Integration , 1991 .

[26]  David H. Papell Cointegration and exchange rate dynamics , 1997 .

[27]  Walter Enders,et al.  ARIMA and Cointegration Tests of PPP under Fixed and Flexible Exchange Rate Regimes , 1988 .

[28]  Arthur Havenner,et al.  Cointegration and stock prices: The random walk on wall street revisited , 1988 .

[29]  Carol Alexander,et al.  Cointegration and asset allocation: a new active hedge fund strategy , 2002 .

[30]  R. Baillie,et al.  Common Stochastic Trends in a System of Exchange Rates , 1989 .

[31]  Clive W. J. Granger,et al.  A cointegration analysis of treasury bill yields , 1992 .

[32]  James D. Hamilton,et al.  The observable implications of self-fulfilling expectations , 1985 .

[33]  Tim Bollerslev,et al.  Cointegration, Fractional Cointegration, and Exchange Rate Dynamics , 1994 .

[34]  David F. Hendry,et al.  Explaining Cointegration Analysis: Part II , 2000 .

[35]  S. Johansen STATISTICAL ANALYSIS OF COINTEGRATION VECTORS , 1988 .

[36]  Thomas H. Mcinish,et al.  Cointegration, Error Correction, and Price Discovery on Informationally Linked Security Markets , 1995, Journal of Financial and Quantitative Analysis.

[37]  K. Kroner,et al.  Arbitrage, Cointegration, and Testing the Unbiasedness Hypothesis in Financial Markets , 1995, Journal of Financial and Quantitative Analysis.

[38]  Dennis W. Jansen,et al.  The Demand for Money in the United States: Evidence from Cointegration Tests , 1991 .

[39]  Carol Alexander,et al.  Market Models: A Guide to Financial Data Analysis , 2001 .

[40]  Herschel I. Grossman,et al.  Explosive Rational Bubbles in Stock Prices , 1988 .

[41]  S. Johansen Estimation and Hypothesis Testing of Cointegration Vectors in Gaussian Vector Autoregressive Models , 1991 .

[42]  Gregory Kadlec,et al.  An Analysis of Mutual Fund Trading Costs , 1999 .

[43]  Francis X. Diebold,et al.  On cointegration and exchange rate dynamics , 1994 .

[44]  Lucy F. Ackert,et al.  Stochastic trends and cointegration in the market for equities , 1999 .

[45]  Robert F. Engle,et al.  Forecasting and testing in co-integrated systems , 1987 .

[46]  J. Stock,et al.  Testing for Common Trends , 1988 .