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Testing the Monthly Calendar Anomaly of Stock Returns in Pakistan: A Stochastic Dominance Approach

Author

Listed:
  • Abdul Rashid

    (International Islamic University, Islamabad.)

  • Saba Kausar

    (International Islamic University, Islamabad.)

Abstract

In this paper, we first examine the presence of monthly calendar anomaly in Pakistan Stock Exchange (PSX) using aggregate and firm-level monthly stock returns. Secondly, we classify the sample firms into low-beta, medium-beta, and high-beta firms to examine the monthly anomaly of stock returns for firms having different level of systematic risk. By considering the stochastic dominance approach (SDA), we employ the simulation based method of Barrett and Donald (2003) to identify the dominant month over the period from January 2000 to December 2017. We find significant evidence of the existence of the January effect in both firm and market stock returns. We also find that the January effect exists more prominently in both low-risk and high-risk firms categorised based on their systematic risk. On the other end of the continuum, for moderately risky firms, there is strong evidence of the presence of the December effect. One of possible explanations of the January effect is the yearend bonus received in the month of January. Such bonuses are generally used to purchase stocks, causing the bullish trend of stock prices in January. However, the evidence of the January anomaly in both low-beta and high-beta portfolios returns is puzzling, suggesting that investors may invest in both low- and high-risk stocks when enthusiastically investing in stock market. The findings of the paper suggest that investors may get abnormal returns by forecasting stock return patterns and designing their investment strategies by taking into account the January and December effects and the level of systematic risk associated with the firms.

Suggested Citation

  • Abdul Rashid & Saba Kausar, 2019. "Testing the Monthly Calendar Anomaly of Stock Returns in Pakistan: A Stochastic Dominance Approach," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 58(1), pages 83-104.
    • Handle: RePEc:pid:journl:v:58:y:2019:i:1:p:83-104
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    References listed on IDEAS

    as
    1. Fama, Eugene F & French, Kenneth R, 1992. "The Cross-Section of Expected Stock Returns," Journal of Finance, American Finance Association, vol. 47(2), pages 427-465, June.
    2. Linton, Oliver & Song, Kyungchul & Whang, Yoon-Jae, 2010. "An improved bootstrap test of stochastic dominance," Journal of Econometrics, Elsevier, vol. 154(2), pages 186-202, February.
    3. Oliver Linton & Esfandiar Maasoumi & Yoon-Jae Whang, 2005. "Consistent Testing for Stochastic Dominance under General Sampling Schemes," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(3), pages 735-765.
    4. Fama, Eugene F., 1998. "Market efficiency, long-term returns, and behavioral finance," Journal of Financial Economics, Elsevier, vol. 49(3), pages 283-306, September.
    5. Lean, Hooi Hooi & Smyth, Russell & Wong, Wing-Keung, 2007. "Revisiting calendar anomalies in Asian stock markets using a stochastic dominance approach," Journal of Multinational Financial Management, Elsevier, vol. 17(2), pages 125-141, April.
    6. Garry F. Barrett & Stephen G. Donald, 2003. "Consistent Tests for Stochastic Dominance," Econometrica, Econometric Society, vol. 71(1), pages 71-104, January.
    7. McFadden, Daniel, 1989. "A Method of Simulated Moments for Estimation of Discrete Response Models without Numerical Integration," Econometrica, Econometric Society, vol. 57(5), pages 995-1026, September.
    8. Sikes, Stephanie A., 2014. "The turn-of-the-year effect and tax-loss-selling by institutional investors," Journal of Accounting and Economics, Elsevier, vol. 57(1), pages 22-42.
    9. Seyhun, H. Nejat, 1993. "Can Omitted Risk Factors Explain the January Effect? A Stochastic Dominance Approach," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 28(2), pages 195-212, June.
    10. Ghysels, Eric & Santa-Clara, Pedro & Valkanov, Rossen, 2005. "There is a risk-return trade-off after all," Journal of Financial Economics, Elsevier, vol. 76(3), pages 509-548, June.
    11. Sulaiman Mouselli & Hazem Al-Samman, 2016. "An Examination of the Month-of-the-year Effect at Damascus Securities Exchange," International Journal of Economics and Financial Issues, Econjournals, vol. 6(2), pages 573-577.
    12. Rozeff, Michael S. & Kinney, William Jr., 1976. "Capital market seasonality: The case of stock returns," Journal of Financial Economics, Elsevier, vol. 3(4), pages 379-402, October.
    13. Lynch, Andrew & Puckett, Andy & Yan, Xuemin (Sterling), 2014. "Institutions and the turn-of-the-year effect: Evidence from actual institutional trades," Journal of Banking & Finance, Elsevier, vol. 49(C), pages 56-68.
    14. Mustafa Gultekin & Bulent Gultekin, "undated". "Stock Market Seasonality: Internal Evidence," Rodney L. White Center for Financial Research Working Papers 17-83, Wharton School Rodney L. White Center for Financial Research.
    15. Sun, Qian & Tong, Wilson H.S., 2010. "Risk and the January effect," Journal of Banking & Finance, Elsevier, vol. 34(5), pages 965-974, May.
    16. Easterday, Kathryn E. & Sen, Pradyot K., 2016. "Is the January effect rational? Insights from the accounting valuation model," The Quarterly Review of Economics and Finance, Elsevier, vol. 59(C), pages 168-185.
    17. Sidney B. Wachtel, 1942. "Certain Observations on Seasonal Movements in Stock Prices," The Journal of Business, University of Chicago Press, vol. 15, pages 184-184.
    18. Schmid, Friedrich & Trede, Mark, 1998. "A Kolmogorov-type test for second-order stochastic dominance," Statistics & Probability Letters, Elsevier, vol. 37(2), pages 183-193, February.
    19. Banz, Rolf W., 1981. "The relationship between return and market value of common stocks," Journal of Financial Economics, Elsevier, vol. 9(1), pages 3-18, March.
    20. Keim, Donald B., 1983. "Size-related anomalies and stock return seasonality : Further empirical evidence," Journal of Financial Economics, Elsevier, vol. 12(1), pages 13-32, June.
    21. Agrawal, Anup & Tandon, Kishore, 1994. "Anomalies or illusions? Evidence from stock markets in eighteen countries," Journal of International Money and Finance, Elsevier, vol. 13(1), pages 83-106, February.
    22. Gultekin, Mustafa N. & Gultekin, N. Bulent, 1983. "Stock market seasonality : International Evidence," Journal of Financial Economics, Elsevier, vol. 12(4), pages 469-481, December.
    23. Fong, Wai Mun & Wong, Wing Keung & Lean, Hooi Hooi, 2005. "International momentum strategies: a stochastic dominance approach," Journal of Financial Markets, Elsevier, vol. 8(1), pages 89-109, February.
    24. William L. Beedles, 1979. "Return, Dispersion, And Skewness: Synthesis And Investment Strategy," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 2(1), pages 71-80, March.
    25. Nasir M. Khilji, 1993. "The Behaviour of Stock Returns in an Emerging Market: A Case Study of Pakistan," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 32(4), pages 593-604.
    26. Ariss, Rima Turk & Rezvanian, Rasoul & Mehdian, Seyed M., 2011. "Calendar anomalies in the Gulf Cooperation Council stock markets," Emerging Markets Review, Elsevier, vol. 12(3), pages 293-307, September.
    27. Angelovska, Julijana, 2014. "Month Related Seasonality on the Macedonian Stock Market," Business and Economics Research Journal, Uludag University, Faculty of Economics and Administrative Sciences, vol. 5(1), pages 143-150, January.
    28. Stilianos Fountas & Konstantinos N. Segredakis, 1999. "Emerging Stock Markets Return Seasonalities: the January Effect and the Tax-Loss Selling Hypothesis," Working Papers 37, National University of Ireland Galway, Department of Economics, revised 1999.
    29. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    30. Lakonishok, Josef & Smidt, Seymour, 1984. "Volume and turn-of-the-year behavior," Journal of Financial Economics, Elsevier, vol. 13(3), pages 435-455, September.
    31. Levy, Moshe & Levy, Haim, 2001. "Testing for risk aversion: a stochastic dominance approach," Economics Letters, Elsevier, vol. 71(2), pages 233-240, May.
    32. Khalid Al-Saad & Imad Moosa, 2005. "Seasonality in stock returns: evidence from an emerging market," Applied Financial Economics, Taylor & Francis Journals, vol. 15(1), pages 63-71.
    33. Kian‐Ping Lim & Robert Brooks, 2011. "The Evolution Of Stock Market Efficiency Over Time: A Survey Of The Empirical Literature," Journal of Economic Surveys, Wiley Blackwell, vol. 25(1), pages 69-108, February.
    34. Khalil Jebran & Shihua Chen, 2017. "Examining anomalies in Islamic equity market of Pakistan," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 7(3), pages 275-289, July.
    35. James A. Ligon, 1997. "A Simultaneous Test Of Competing Theories Regarding The January Effect," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 20(1), pages 13-32, March.
    36. repec:bla:jfinan:v:44:y:1989:i:1:p:149-66 is not listed on IDEAS
    37. Branch, Ben, 1977. "A Tax Loss Trading Rule," The Journal of Business, University of Chicago Press, vol. 50(2), pages 198-207, April.
    38. Weishen Wang & Frank Hefner, 2014. "Clustering of shareholder annual meetings: a 'new anomaly' in stock returns," Applied Financial Economics, Taylor & Francis Journals, vol. 24(16), pages 1103-1110, August.
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    More about this item

    Keywords

    Behavioural Finance; Stochastic Dominance Approach; Monthly Anomaly; January Effect; December Effect; TOY Anomaly; Abnormal Returns; KS Type Test; PSX;
    All these keywords.

    JEL classification:

    • G02 - Financial Economics - - General - - - Behavioral Finance: Underlying Principles
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading

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