Hedging with Futures: Does Anything Beat the Naïve Hedging Strategy?

This paper investigates out-of-sample performance of the naive hedging strategy relative to that of the minimum variance hedging strategy, in which the covariance parameters are estimated from 18 econometric models. Hedging performance is compared across 24 futures markets. Our main findings suggest that it is difficult to find a strategy under the minimum variance framework that outperforms the naive hedging strategy both consistently and significantly. Our findings are robust to different sample periods, estimation windows, and hedging horizons and can be partly explained by the effects of estimation error and model misspecification.Data, as supplemental material, are available at http://dx.doi.org/10.1287/mnsc.2014.2028 . This paper was accepted by Itay Goldstein, finance.

[1]  Peter Reinhard Hansen,et al.  The Model Confidence Set , 2010 .

[2]  Andrew Ang,et al.  Asymmetric Correlations of Equity Portfolios , 2001 .

[3]  R. Engle Dynamic Conditional Correlation , 2002 .

[4]  M. Powalla,et al.  The hedging effectiveness of DAX futures , 1998 .

[5]  R. Green,et al.  When Will Mean-Variance Efficient Portfolios Be Well Diversified? , 1992 .

[6]  Charles Chang,et al.  To Hedge or Not to Hedge , 2009 .

[7]  Anil K. Bera,et al.  Efficient tests for normality, homoscedasticity and serial independence of regression residuals , 1980 .

[8]  Lorne N. Switzer,et al.  Bivariate GARCH estimation of the optimal hedge ratios for stock index futures: A note , 1995 .

[9]  Carol Alexander,et al.  Effectiveness of Minimum-Variance Hedging , 2007 .

[10]  Guofu Zhou,et al.  Markowitz meets Talmud: A combination of sophisticated and naive diversification strategies ☆ , 2011 .

[11]  Massimo Guidolin,et al.  International Asset Allocation Under Regime Switching, Skew and Kurtosis Preferences , 2007 .

[12]  Stephen J. Brown,et al.  Estimation risk and optimal portfolio choice , 1980 .

[13]  Morten Ørregaard Nielsen,et al.  FCVARmodel.m: A Matlab software package for estimation and testing in the fractionally cointegrated VAR model , 2014 .

[14]  Riccardo Colacito,et al.  Testing and Valuing Dynamic Correlations for Asset Allocation , 2005 .

[15]  Stephen Gordon,et al.  Business cycle durations , 1998 .

[16]  John M. Geppert A statistical model for the relationship between futures contract hedging effectiveness and investment horizon length , 1995 .

[17]  Keith H. Black International Asset Allocation with Regime Shifts , 2003 .

[18]  Y. Tse,et al.  A Multivariate Generalized Autoregressive Conditional Heteroscedasticity Model With Time-Varying Correlations , 2002 .

[19]  Stephen Gray Modeling the Conditional Distribution of Interest Rates as a Regime-Switching Process , 1996 .

[20]  James D. Hamilton A New Approach to the Economic Analysis of Nonstationary Time Series and the Business Cycle , 1989 .

[21]  T. Bollerslev,et al.  Modelling the Coherence in Short-run Nominal Exchange Rates: A Multivariate Generalized ARCH Model , 1990 .

[22]  Victor DeMiguel,et al.  Optimal Versus Naive Diversification: How Inefficient is the 1/N Portfolio Strategy? , 2009 .

[23]  Mark Britten-Jones,et al.  The Sampling Error in Estimates of Mean-Variance Efficient Portfolio Weights , 1999 .

[24]  J. Wooldridge,et al.  A Capital Asset Pricing Model with Time-Varying Covariances , 1988, Journal of Political Economy.

[25]  Hsiang-Tai Lee,et al.  A copula‐based regime‐switching GARCH model for optimal futures hedging , 2009 .

[26]  F. Diebold,et al.  Regime Switching with Time-Varying Transition Probabilities , 2020, Business Cycles.

[27]  Jill J. McCluskey,et al.  A random coefficient autoregressive Markov regime switching model for dynamic futures hedging , 2006 .

[28]  P. Hansen A Test for Superior Predictive Ability , 2005 .

[29]  K. Kroner,et al.  Time-Varying Distributions and Dynamic Hedging with Foreign Currency Futures , 1993, Journal of Financial and Quantitative Analysis.

[30]  Asim Ghosh,et al.  Hedging with Stock Index Features: Estimating and Forecasting with Error Correction Model , 1993 .

[31]  Amir H. Alizadeh,et al.  A Markov regime switching approach for hedging stock indices , 2004 .

[32]  Jonathan K. Yoder,et al.  Optimal hedging with a regime-switching time-varying correlation GARCH model , 2007 .

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

[34]  Philippe Jorion,et al.  Portfolio Optimization in Practice , 1992 .

[35]  Amir H. Alizadeh,et al.  A Markov regime switching approach for hedging energy commodities , 2008 .

[36]  Chih-Chiang Hsu,et al.  Dynamic Hedging with Futures: A Copula-Based GARCH Model , 2008 .

[37]  R. Jagannathan,et al.  Risk Reduction in Large Portfolios: Why Imposing the Wrong Constraints Helps , 2002 .

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

[39]  Jae Ha Lee,et al.  Volatility in Wheat Spot and Futures Markets, 1950-1993: Government Farm Programs, Seasonality, and Causality , 1996 .

[40]  L. Glosten,et al.  On the Relation between the Expected Value and the Volatility of the Nominal Excess Return on Stocks , 1993 .

[41]  Chris Brooks,et al.  The effect of asymmetries on optimal hedge ratios , 2002 .

[42]  Bruce A. Benet Hedge period length and Ex‐ante futures hedging effectiveness: The case of foreign‐exchange risk cross hedges , 1992 .

[43]  Michael McAleer,et al.  Structure and Asymptotic Theory for Multivariate Asymmetric Conditional Volatility , 2009 .

[44]  J. Stock,et al.  Forecasting Output and Inflation: The Role of Asset Prices , 2001 .

[45]  K. Kroner,et al.  Modeling Asymmetric Comovements of Asset Returns , 1998 .

[46]  John Matatko,et al.  Estimation risk and optimal portfolio choice , 1980 .

[47]  S. Johansen,et al.  Likelihood Inference for a Fractionally Cointegrated Vector Autoregressive Model , 2010 .

[48]  Li Yang,et al.  Spot-Futures Spread, Time-Varying Correlation, and Hedging with Currency Futures , 2006 .

[49]  Olivier Ledoit,et al.  Improved estimation of the covariance matrix of stock returns with an application to portfolio selection , 2003 .

[50]  Matthew T. Holt,et al.  Crack spread hedging: accounting for time-varying volatility spillovers in the energy futures markets , 2002 .

[51]  Andrew J. Patton Modelling Asymmetric Exchange Rate Dependence , 2006 .

[52]  Moorad Choudhry,et al.  Structured Credit Products: Credit Derivatives and Synthetic Securitisation , 2010 .

[53]  Valerie Cerra,et al.  Eurosclerosis or Financial Collapse; Why Did Swedish Incomes Fall Behind? , 2005 .

[54]  Cheng-Few Lee,et al.  An empirical analysis of the relationship between the hedge ratio and hedging horizon: A simultaneous estimation of the short‐ and long‐run hedge ratios , 2004 .

[55]  Priscilla S. Lekalkuli Maternal Education and Child Health Outcomes: An empirical analysis of the relationship , 2014 .

[56]  R. Engle,et al.  Multivariate Simultaneous Generalized ARCH , 1995, Econometric Theory.

[57]  F. Diebold,et al.  Comparing Predictive Accuracy , 1994, Business Cycles.

[58]  Paul R. Masson,et al.  Currency crises, sunspots and Markov-switching regimes , 2000 .

[59]  Peter M. Clarkson,et al.  On the Diversification, Observability, and Measurement of Estimation Risk , 1996, Journal of Financial and Quantitative Analysis.

[60]  Robert J. Myers,et al.  Bivariate garch estimation of the optimal commodity futures Hedge , 1991 .

[61]  L. Ederington,et al.  The Hedging Performance of the New Futures Markets , 1979 .

[62]  R. Engle,et al.  Asymmetric Dynamics in the Correlations of Global Equity and Bond Returns , 2003, SSRN Electronic Journal.

[63]  M. Halls,et al.  To hedge or not to hedge , 2005 .

[64]  A. Siegel,et al.  Performance of Portfolios Optimized with Estimation Error , 2007, Manag. Sci..

[65]  J. Stock,et al.  Combination forecasts of output growth in a seven-country data set , 2004 .

[66]  Robert J. Myers,et al.  Generalized Optimal Hedge Ratio Estimation , 1988 .

[67]  Andrew J. Filardo Business-Cycle Phases and Their Transitional Dynamics , 1994 .

[68]  R. Engle Autoregressive conditional heteroscedasticity with estimates of the variance of United Kingdom inflation , 1982 .

[69]  S. Laurent,et al.  On the Forecasting Accuracy of Multivariate GARCH Models , 2010 .

[70]  Valerie Cerra,et al.  Did Output Recover from the Asian Crisis? , 2003, IMF Staff Papers.