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Monthly Pattern and Portfolio Effect on Higher Moments of Stock Returns: Empirical Evidence from Hong Kong

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Abstract

Using a direct test, this paper studies the month-of-the-year effect on the higher moments of six industrial stock indices of the Hong Kong market. We also examine the portfolio effect on skewness and kurtosis across month of the year to see if such an anomaly exists. The empirical results support a weak month-of-the-year effect in higher moments of stock returns. Using a complete sample of all possible combinations for each portfolio size, we show that portfolio effect varies across month of the year for both skewness and kurtosis. In particular, our results show that diversification does not necessarily provide benefits to rational investors when the stock return distribution is non-normal, even though portfolio formation can reduce standard deviation. In June, August and October, diversification across industrial sectors results in a more negatively skewed and leptokurtic return distribution, which is not preferred by investors with risk-aversion. Two (one) possible explanations for the portfolio effect on skewness (kurtosis) are also provided. Our empirical results add new evidence to the existence of anomalies in the Hong Kong stock market.

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References

  • Aggarwal, R., Rao, R.P., and Hiraki, T. (1989), Skewness and kurtosis in Japanese equity returns: Empirical evidence, J. Financ. Res. 12, 253-260.

    Google Scholar 

  • Berges, A., McConnell, J.J., and Schlarbaum, G.G. (1984), The turn of the year in Canada, J. Finance 39, 185-192.

    Article  Google Scholar 

  • Brown, P., Keim, D.B., Kleidon, A.W., and Marsh, T.A. (1983), Stock return seasonalities and the tax loss selling hypothesis: Analysis of the arguments and Australian evidence, J. Financ. Econom. 12, 105-127.

    Article  Google Scholar 

  • Chen, D.F. (1989), The month-of-the-year effect as a profitable trading rule in the Hong Kong common stock market, Hong Kong J. Busin. Managt. 7, 19-32.

    Google Scholar 

  • Corhay, A., Hawawini, G., and Michel, P. (1987), Seasonality in the risk return relationship: Some international evidence, J. Finance 42, 49-68.

    Article  Google Scholar 

  • Fama, E.F. (1965), The behaviour of stock market prices, J. Busin. 38, 34-105.

    Article  Google Scholar 

  • Gultekin, M.N. and Gultekin, N.B. (1983), Stock market seasonality: International evidence, J. Financ. Econom. 12, 469-481.

    Article  Google Scholar 

  • Ho, Y.K. (1990), Stock return seasonalities in Asia Pacific markets, J. Int. Financ. Managt. Account. 2, 44-77.

    Google Scholar 

  • Ho, Y.K., and Cheung, Y.L. (1994), Seasonal pattern in volatility in Asian stock markets, Appl. Financ. Econom. 4, 61-67.

    Google Scholar 

  • Kato, K. and Schallheim, J.S. (1985), Seasonal and size anomalies in the Japanese stock market, J. Financ. Quantitat. Anal. 20, 243-260.

    Article  Google Scholar 

  • Officer, R.R. (1975), Seasonality in the Australian capital markets: Market efficiency and empirical issues, J. Financ. Econom. 2, 29-52.

    Article  Google Scholar 

  • Pang, Q.K.L. (1988), An analysis of the Hong Kong stock return seasonality and firm size anomalies for the period 1977-1986, Hong Kong J. Busin. Managt. 6, 69-87.

    Google Scholar 

  • Reinganum, M.R. and Shapiro, A.C. (1987), Taxes and stock return seasonality: Evidence from the London stock exchange, J. Busin. 60, 281-295.

    Article  Google Scholar 

  • Rozeff, M.S. and Kinney, W.R. (1976), Capital market seasonality: The case of stock returns, J. Financ. Econom. 3, 397-402.

    Article  Google Scholar 

  • Santesmases, M. (1986), An investigation of the Spanish stock market seasonalities, J. Busin. Finance Account. 13, 267-276.

    Google Scholar 

  • Scott, R. and Horvath, P. (1980), On the direction of preference for moments of higher order than the variance, J. Finance 35, 915-919.

    Article  Google Scholar 

  • Siegel, S. and Castellan, N.J. (1988), Nonparametric Statistics for the Behavioral Sciences, 2nd edn, McGraw-Hill, New York.

    Google Scholar 

  • Simkowitz, M.A. and Beedles, W.L. (1978), Diversification in a three-moment world, J. Financ. Quantitat. Anal. 13, 927-941.

    Article  Google Scholar 

  • Singleton, J.C. and Wingender, J. (1986), Skewness persistence in common stock returns, J. Financ. Quantitat. Anal. 21(3), 335-341.

    Article  Google Scholar 

  • Snedecor, G.W. and Cochran, W.G. (1976), Statistical Methods, Iowa State University Press, Ames, Iowa.

    Google Scholar 

  • Tang, G.Y.N. (1994), Diversification and intervaling effects: An empirical study on interaction, Rev. Busin. Stud. 3(1), 67-88.

    Google Scholar 

  • Tinic, S.M. and West, R.R. (1984), Risk and return: January vs the rest of the year, J. Financ. Econom. 13, 561-574.

    Article  Google Scholar 

  • Wachtel, S.B. (1942), Certain observations in seasonal movements in stock prices, J. Busin. 15, 184-193.

    Google Scholar 

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Tang, G.Y. Monthly Pattern and Portfolio Effect on Higher Moments of Stock Returns: Empirical Evidence from Hong Kong. Asia-Pacific Financial Markets 5, 275–307 (1998). https://doi.org/10.1023/A:1010006209727

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  • DOI: https://doi.org/10.1023/A:1010006209727

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