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Stock returns seasonality in emerging asian markets

Author

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  • Khushboo Aggarwal

    (P.G.D.A.V. College (University of Delhi))

  • Mithilesh Kumar Jha

    (P.G.D.A.V. College (University of Delhi))

Abstract

This study examines the presence of the “month of the year effect” in the six emerging Asian stock markets (India, Indonesia, Japan, Malaysia, Philippines, and South Korea) for the period January, 1991 to November, 2020 using GARCH (1, 1), EGARCH (1, 1) and TGARCH (1, 1) models. The empirical results indicate the existence of “month of the year effects” on stock returns and volatility of all the emerging Asian stock markets except Japan. The study reveals a positive and significant January effect for each country except Japan. February, April and July effects are positive and significant only in the case of Indonesia, South Korea and Malaysia respectively. The findings confirm the persistence of ARCH and GARCH effects in the monthly return series. Moreover, the asymmetric GARCH models show that the emerging Asian stock market returns exhibit asymmetric (leverage) effect. The seasonal or monthly effect in stock markets in Emerging Asian countries poses an important research question as Emerging Asia’s economic footprint has been growing significantly. The findings of the study have important implications for active and profitable trading strategies.

Suggested Citation

  • Khushboo Aggarwal & Mithilesh Kumar Jha, 2023. "Stock returns seasonality in emerging asian markets," Asia-Pacific Financial Markets, Springer;Japanese Association of Financial Economics and Engineering, vol. 30(1), pages 109-130, March.
    • Handle: RePEc:kap:apfinm:v:30:y:2023:i:1:d:10.1007_s10690-022-09370-y
    DOI: 10.1007/s10690-022-09370-y
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    as
    1. Zhang, Jilin & Lai, Yongzeng & Lin, Jianghong, 2017. "The day-of-the-Week effects of stock markets in different countries," Finance Research Letters, Elsevier, vol. 20(C), pages 47-62.
    2. Sias, Richard W & Starks, Laura T, 1997. "Institutions and Individuals at the Turn-of-the-Year," Journal of Finance, American Finance Association, vol. 52(4), pages 1543-1562, September.
    3. Nelson, Daniel B, 1991. "Conditional Heteroskedasticity in Asset Returns: A New Approach," Econometrica, Econometric Society, vol. 59(2), pages 347-370, March.
    4. Evangelos Drimbetas & Nikolaos Sariannidis & Nicos Porfiris, 2007. "The effect of derivatives trading on volatility of the underlying asset: evidence from the Greek stock market," Applied Financial Economics, Taylor & Francis Journals, vol. 17(2), pages 139-148.
    5. Reinganum, Marc R., 1983. "The anomalous stock market behavior of small firms in January : Empirical tests for tax-loss selling effects," Journal of Financial Economics, Elsevier, vol. 12(1), pages 89-104, June.
    6. Martin Bohl & Christian Salm, 2010. "The Other January Effect: international evidence," The European Journal of Finance, Taylor & Francis Journals, vol. 16(2), pages 173-182.
    7. Plastun, Alex & Sibande, Xolani & Gupta, Rangan & Wohar, Mark E., 2019. "Rise and fall of calendar anomalies over a century," The North American Journal of Economics and Finance, Elsevier, vol. 49(C), pages 181-205.
    8. Maher, Daniela & Parikh, Anokhi, 2013. "The turn of the month effect in India: A case of large institutional trading pattern as a source of higher liquidity," International Review of Financial Analysis, Elsevier, vol. 28(C), pages 57-69.
    9. 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.
    10. Floros, Christos & Salvador, Enrique, 2014. "Calendar anomalies in cash and stock index futures: International evidence," Economic Modelling, Elsevier, vol. 37(C), pages 216-223.
    11. Mahendra Raj & Damini Kumari, 2006. "Day‐of‐the‐week and other market anomalies in the Indian stock market," International Journal of Emerging Markets, Emerald Group Publishing Limited, vol. 1(3), pages 235-246, July.
    12. Chatzitzisi, Evanthia & Fountas, Stilianos & Panagiotidis, Theodore, 2021. "Another look at calendar anomalies," The Quarterly Review of Economics and Finance, Elsevier, vol. 80(C), pages 823-840.
    13. Nicolosi, Gina & Peng, Liang & Zhu, Ning, 2009. "Do individual investors learn from their trading experience?," Journal of Financial Markets, Elsevier, vol. 12(2), pages 317-336, May.
    14. 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.
    15. Taufiq Choudhry, 2000. "Day of the week effect in emerging Asian stock markets: evidence from the GARCH model," Applied Financial Economics, Taylor & Francis Journals, vol. 10(3), pages 235-242.
    16. Jaffe, Jeffrey & Westerfield, Randolph, 1985. "Patterns in Japanese Common Stock Returns: Day of the Week and Turn of the Year Effects," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 20(2), pages 261-272, June.
    17. 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.
    18. Kunkel, Robert A. & Compton, William S. & Beyer, Scott, 2003. "The turn-of-the-month effect still lives: the international evidence," International Review of Financial Analysis, Elsevier, vol. 12(2), pages 207-221.
    19. 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.
    20. repec:eme:mfppss:v:39:y:2013:i:12:p:1138-1154 is not listed on IDEAS
    21. Rattaphon Wuthisatian, 2021. "An examination of calendar anomalies: evidence from the Thai stock market," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 49(3), pages 422-434, March.
    22. French, Kenneth R., 1980. "Stock returns and the weekend effect," Journal of Financial Economics, Elsevier, vol. 8(1), pages 55-69, March.
    23. George Athanassakos & Jacques A. Schnabel, 1994. "Professional portfolio managers and the January effect: theory and evidence," Review of Financial Economics, John Wiley & Sons, vol. 4(1), pages 79-91, September.
    24. Sharma, Susan Sunila & Narayan, Paresh Kumar, 2014. "New evidence on turn-of-the-month effects," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 29(C), pages 92-108.
    25. Glosten, Lawrence R & Jagannathan, Ravi & Runkle, David E, 1993. "On the Relation between the Expected Value and the Volatility of the Nominal Excess Return on Stocks," Journal of Finance, American Finance Association, vol. 48(5), pages 1779-1801, December.
    26. 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.
    27. Engle, Robert F & Ng, Victor K, 1993. "Measuring and Testing the Impact of News on Volatility," Journal of Finance, American Finance Association, vol. 48(5), pages 1749-1778, December.
    28. Bollerslev, Tim, 1986. "Generalized autoregressive conditional heteroskedasticity," Journal of Econometrics, Elsevier, vol. 31(3), pages 307-327, April.
    29. S. Beyer & L. Garcia-Feijoo & G. R. Jensen, 2013. "Can you capitalize on the turn-of-the-year effect?," Applied Financial Economics, Taylor & Francis Journals, vol. 23(18), pages 1457-1468, September.
    30. Fabozzi, Frank J & Ma, Christopher K & Briley, James E, 1994. "Holiday Trading in Futures Markets," Journal of Finance, American Finance Association, vol. 49(1), pages 307-324, March.
    31. Gultekin, Mustafa N. & Gultekin, N. Bulent, 1983. "Stock market seasonality : International Evidence," Journal of Financial Economics, Elsevier, vol. 12(4), pages 469-481, December.
    32. Jinghan Cai & Yuming Li & Yuehua Qi, 2006. "The Day-of-the-Week Effect: New Evidence from the Chinese Stock Market," Chinese Economy, Taylor & Francis Journals, vol. 39(2), pages 71-88, April.
    33. repec:eme:mfppss:mf-06-2019-0316 is not listed on IDEAS
    34. Satish Kumar, 2015. "Turn-of-month effect in the Indian currency market," International Journal of Managerial Finance, Emerald Group Publishing Limited, vol. 11(2), pages 232-243, April.
    35. Pandey I M, 2002. "Is There Seasonality in the Sensex Monthly Returns?," IIMA Working Papers WP2002-09-08, Indian Institute of Management Ahmedabad, Research and Publication Department.
    36. Roll, Richard, 1983. "On computing mean returns and the small firm premium," Journal of Financial Economics, Elsevier, vol. 12(3), pages 371-386, November.
    37. Jones, Charles P & Pearce, Douglas K & Wilson, Jack W, 1987. "Can Tax-Loss Selling Explain the January Effect? A Note," Journal of Finance, American Finance Association, vol. 42(2), pages 453-461, June.
    38. Stilianos Fountas & Konstantinos Segredakis, 2002. "Emerging stock markets return seasonalities: the January effect and the tax-loss selling hypothesis," Applied Financial Economics, Taylor & Francis Journals, vol. 12(4), pages 291-299.
    39. Dyl, Edward A, 1977. "Capital Gains Taxation and Year-End Stock Market Behavior," Journal of Finance, American Finance Association, vol. 32(1), pages 165-175, March.
    40. Satish Kumar, 2015. "Turn-of-month effect in the Indian currency market," International Journal of Managerial Finance, Emerald Group Publishing Limited, vol. 11(2), pages 232-243, April.
    41. Jeffrey R. Gerlach, 2007. "Macroeconomic News And Stock Market Calendar And Weather Anomalies," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 30(2), pages 283-300, June.
    42. Ariel, Robert A., 1987. "A monthly effect in stock returns," Journal of Financial Economics, Elsevier, vol. 18(1), pages 161-174, March.
    43. Athanassakos, George & Schnabel, Jacques A., 1994. "Professional portfolio managers and the January effect: theory and evidence," Review of Financial Economics, Elsevier, vol. 4(1), pages 79-91.
    44. Vishal Kutchu, 2012. "An Empirical Study on Day-of-the Week Effect in Indian Stock Market During Different Settlement Regimes Using Garch Framework," Indian Journal of Commerce and Management Studies, Educational Research Multimedia & Publications,India, vol. 3(3), pages 85-91, September.
    45. Gina Nicolosi & Liang Peng & Ning Zhu, 2003. "Do Individual Investors Learn from Their Trading Experience?," Yale School of Management Working Papers ysm439, Yale School of Management, revised 01 Sep 2009.
    46. Satish Kumar, 2015. "Turn-of-month effect in the Indian currency market," International Journal of Managerial Finance, Emerald Group Publishing Limited, vol. 11(2), pages 232-243, April.
    47. Susan Sunila Sharma & Paresh Kumar Narayan, 2012. "Firm heterogeneity and calendar anomalies," Applied Financial Economics, Taylor & Francis Journals, vol. 22(23), pages 1931-1949, December.
    48. Harshita Harshita & Shveta Singh & Surendra S. Yadav, 2018. "Calendar anomaly: unique evidence from the Indian stock market," Journal of Advances in Management Research, Emerald Group Publishing Limited, vol. 15(1), pages 87-108, February.
    49. Harshita Harshita & Shveta Singh & Surendra S. Yadav, 2018. "Calendar anomaly: unique evidence from the Indian stock market," Journal of Advances in Management Research, Emerald Group Publishing Limited, vol. 15(1), pages 87-108, February.
    50. Gibbons, Michael R & Hess, Patrick, 1981. "Day of the Week Effects and Asset Returns," The Journal of Business, University of Chicago Press, vol. 54(4), pages 579-596, October.
    51. Maria Caporale, Guglielmo & Zakirova, Valentina, 2017. "Calendar anomalies in the Russian stock market," Russian Journal of Economics, Elsevier, vol. 3(1), pages 101-108.
    52. Ogden, Joseph P, 1990. "Turn-of-Month Evaluations of Liquid Profits and Stock Returns: A Common Explanation for the Monthly and January Effects," Journal of Finance, American Finance Association, vol. 45(4), pages 1259-1272, September.
    53. Ariel, Robert A, 1990. "High Stock Returns before Holidays: Existence and Evidence on Possible Causes," Journal of Finance, American Finance Association, vol. 45(5), pages 1611-1626, December.
    54. Chiah, Mardy & Zhong, Angel, 2019. "Day-of-the-week effect in anomaly returns: International evidence," Economics Letters, Elsevier, vol. 182(C), pages 90-92.
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    2. Arbab Khalid Cheema & Wenjie Ding & Qingwei Wang, 2023. "The cross-section of January effect," Journal of Asset Management, Palgrave Macmillan, vol. 24(6), pages 513-530, October.
    3. Abdul Karim & Abdul Rasheed, 2024. "Forecasting Modeling of Day of the Week Calendar Anomalies in Pakistan Stock Exchange: An Artificial Intelligence Perspective," Bulletin of Business and Economics (BBE), Research Foundation for Humanity (RFH), vol. 13(2), pages 436-447.
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    More about this item

    Keywords

    Efficient market; Month of the year effect; OLS model; GARCH models; Emerging Asian Countries;
    All these keywords.

    JEL classification:

    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading

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