Efficient pricing of ships in the dry bulk sector of the shipping industry

The aim of this paper was to investigate the validity of the Efficient Market Hypothesis in conjunction with Rational Expectations in the formation of dry bulk ship prices over the period January 1976-December 1997. Tests for market efficiency include those of orthogonality and unpredictability of excess returns on investments and tests based on the Vector Autoregressive models proposed by Campbell and Shiller. The latter methodology is extended further to a 3-variable Vector Autoregressive model, which is applicable to real assets with limited economic life. Results indicate that prices for newbuilding and second-hand vessels are not determined efficiently in the sense of Fama. Failure of the Efficient Market Hypothesis in the formation of ship prices is explained by the existence of timevarying risk premia, which relate excess returns to investors' perceptions of risk. These are modelled through the Generalized Autoregressive Conditional Heteroscedasticity in mean (GARCH-M) models. The results have important implications for shipping investment strategies, both in the newbuilding and second-hand markets.

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

[2]  Manolis G. Kavussanos,et al.  The dynamics of time-varying volatilities in different size second-hand ship prices of the dry-cargo sector , 1997 .

[3]  Michael Osterwald-Lenum A Note with Quantiles of the Asymptotic Distribution of the Maximum Likelihood Cointegration Rank Test Statistics , 1992 .

[4]  David Glen The market for second-hand ships: Further results on efficiency using cointegration analysis , 1997 .

[5]  A. Kleidon Variance Bounds Tests and Stock Price Valuation Models , 1986, Journal of Political Economy.

[6]  R. Shiller,et al.  The Efficiency of the Market for Single-Family Homes , 1988 .

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

[8]  Michael Beenstock,et al.  A theory of ship prices , 1985 .

[9]  R. Shiller,et al.  Stock Prices, Earnings and Expected Dividends , 1988 .

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

[11]  C. Granger,et al.  Spurious regressions in econometrics , 1974 .

[12]  Michael Beenstock,et al.  An econometric model of the world market for dry cargo freight and shipping , 1989 .

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

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

[15]  P. Phillips Testing for a Unit Root in Time Series Regression , 1988 .

[16]  E. Fama EFFICIENT CAPITAL MARKETS: A REVIEW OF THEORY AND EMPIRICAL WORK* , 1970 .

[17]  S. M. Guerra,et al.  Stock Returns and Volatility , 2002 .

[18]  L. Hansen Large Sample Properties of Generalized Method of Moments Estimators , 1982 .

[19]  J. Wooldridge,et al.  Quasi-maximum likelihood estimation and inference in dynamic models with time-varying covariances , 1992 .

[20]  K. Cuthbertson,et al.  The Behaviour of UK Stock Prices and Returns: Is the Market Efficient? , 1997 .

[21]  Tim Bollerslev,et al.  Quasi-maximum likelihood estimation of dynamic models with time varying covariances , 1988 .

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

[23]  R. Chou Volatility persistence and stock valuations: Some empirical evidence using garch , 1988 .

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

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

[26]  Russell P. Robins,et al.  Estimating Time Varying Risk Premia in the Term Structure: The Arch-M Model , 1987 .

[27]  Wojciech W. Charemza,et al.  An econometric model of world shipping and shipbuilding , 1981 .

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

[29]  G. Schwarz Estimating the Dimension of a Model , 1978 .

[30]  K. Cuthbertson,et al.  Quantitative Financial Economics: Stocks, Bonds and Foreign Exchange , 2004 .

[31]  C. Hale,et al.  The market for second-hand ships: some results on efficiency using cointegration , 1992 .

[32]  L. Hansen,et al.  Forward Exchange Rates as Optimal Predictors of Future Spot Rates: An Econometric Analysis , 1980, Journal of Political Economy.