Volatiltiy and Links between National Stock Markets

The empirical objective of this study is to account for the time-variation the covariances between markets. Using data on sixteen national stock markets, we estimate a multivariate factor model in which the volatility of returns is induced by changing volatility in the orthogonal factors. Excess returns are assumed to depend both on innovations in observable economic variables and on unobservable factors. The risk premium on an asset is a near combination of the risk premia associated with factors. The main empirical finding is that only a small proportion of the time variation in the covariances between national stock markets can be accounted for by observable economic variables. Changes in correlations markets are given primarily by movements in unobservable variables. We also estimate the risk premia for each country, and are able to identify substantial movements in the required return on equity. Our results also suggest that, although inter-correlations between markets have risen since the 1987 stock market crash this is not necessarily evidence of a trend decrease.

[1]  Alston S. Householder,et al.  The Theory of Matrices in Numerical Analysis , 1964 .

[2]  James Durbin,et al.  Testing for Serial Correlation in Least-Squares Regression When Some of the Regressors are Lagged Dependent Variables , 1970 .

[3]  James E. Dunn,et al.  A note on a sufficiency condition for uniqueness of a restricted factor matrix , 1973 .

[4]  S. Ross The arbitrage theory of capital asset pricing , 1976 .

[5]  Andrew Harvey,et al.  The econometric analysis of time series , 1991 .

[6]  G. William Schwert,et al.  Asset returns and inflation , 1977 .

[7]  Robert I. Jennrich,et al.  Rotational equivalence of factor loading matrices with specified values , 1978 .

[8]  S. Ross,et al.  An Empirical Investigation of the Arbitrage Pricing Theory , 1980 .

[9]  Sanford J. Grossman,et al.  The Determinants of the Variability of Stock Market Prices , 1980 .

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

[11]  W. D. Ray,et al.  The Econometric Analysis of Time Series. , 1981 .

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

[13]  Richard A. Johnson,et al.  Applied Multivariate Statistical Analysis , 1983 .

[14]  Gary Chamberlain,et al.  FUNDS, FACTORS, AND DIVERSIFICATION IN ARBITRAGE PRICING MODELS , 1983 .

[15]  Phoebus J. Dhrymes,et al.  A Critical Reexamination of the Empirical Evidence on the Arbitrage Pricing Theory , 1984 .

[16]  J. Poterba,et al.  The Persistence of Volatility and Stock Market Fluctuations , 1984 .

[17]  Adrian Pagan,et al.  Econometric Issues in the Analysis of Regressions with Generated Regressors. , 1984 .

[18]  Anat R. Admati,et al.  Interpreting the factor risk premia in the arbitrage pricing theory , 1985 .

[19]  F. Diebold,et al.  The dynamics of exchange rate volatility: a multivariate latent factor ARCH model , 1986 .

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

[21]  W. Newey,et al.  A Simple, Positive Semi-Definite, Heteroskedasticity and Autocorrelationconsistent Covariance Matrix , 1986 .

[22]  Lars Peter Hansen,et al.  THE ROLE OF CONDITIONING INFORMATION IN DEDUCING TESTABLE RESTRICTIONS IMPLIED BY DYNAMIC ASSET PRICING MODELS1 , 1987 .

[23]  K. French,et al.  Expected stock returns and volatility , 1987 .

[24]  Adrian Pagan,et al.  The Econometric Analysis of Models with Risk Terms , 1988 .

[25]  Marjorie B. McElroy,et al.  Joint Estimation of Factor Sensitivities and Risk Premia for the Arbitrage Pricing Theory , 1988 .

[26]  Y. Hong,et al.  Non-Parametric Estimation and the Risk Premium , 1988 .

[27]  J. Poterba,et al.  What moves stock prices? , 1988 .

[28]  E. Fama,et al.  Dividend yields and expected stock returns , 1988 .

[29]  M. Rothschild,et al.  Asset Pricing with a Factor Arch Covariance Structure: Empirical Estimates for Treasury Bills , 1988 .

[30]  M. David,et al.  CUTLER, POTERBA and SUMMERS, . What moves stock prices?, Journal of Portfolio Management, , . , 1989 .

[31]  Richard Roll Price volatility, international market links, and their implications for regulatory policies , 1989 .

[32]  G. M. Furstenberg,et al.  International Stock Price Movements: Links and Messages , 1989 .

[33]  M. King,et al.  Transmission of Volatility between Stock Markets , 1989 .

[34]  Mustafa N. Gultekin,et al.  Capital Controls and International Capital Market Segmentation: The Evidence from the Japanese and American Stock Markets , 1989 .

[35]  J. Wooldridge A Unified Approach to Robust, Regression-Based Specification Tests , 1990, Econometric Theory.

[36]  Lars Peter Hansen,et al.  Using conditional moments of asset payoffs to infer the volatility of intertemporal marginal rates of substitution , 1990 .

[37]  Ravi Jagannathan,et al.  Implications of Security Market Data for Models of Dynamic Economies , 1990, Journal of Political Economy.

[38]  Bruce N. Lehmann,et al.  Notes on dynamic factor pricing models , 1991 .

[39]  George Tauchen,et al.  Quadrature-Based Methods for Obtaining Approximate Solutions to Nonlinear Asset Pricing Models , 1991 .

[40]  Daniel B. Nelson CONDITIONAL HETEROSKEDASTICITY IN ASSET RETURNS: A NEW APPROACH , 1991 .

[41]  A. Harvey,et al.  Unobserved component time series models with Arch disturbances , 1992 .

[42]  Lars Peter Hansen,et al.  Asset Pricing Explorations for Macroeconomics , 1992, NBER Macroeconomics Annual.

[43]  Robert F. Engle,et al.  A multi-dynamic-factor model for stock returns , 1992 .

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

[45]  Allan W. Gregory,et al.  Theoretical Relations Between Risk Premiums and Conditional Variances , 1993 .

[46]  Enrique Sentana The Likelihood Function of a Conditionally Heteroskdastic Factor Model with Heywood Cases , 1994 .

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