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Cross-sectional seasonalities and seasonal reversals: Evidence from China

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  • Guo, Shuxin
  • Yuan, Yue
  • Ma, Feng

Abstract

We are the first to comprehensively investigate cross-sectional seasonalities and seasonal reversals in the Chinese A-share market. Empirically, utilizing monthly data from January 1995 to December 2019, we provide new supporting evidence that there are seasonalities and seasonal reversals in the cross-section. Interestingly, the occurrence of seasonal reversals takes a longer time than that of the U.S. market. Next, we explore explanations for cross-sectional seasonalities. The tests based upon macroeconomic risk, mood beta, and limits of arbitrage suggest that seasonalities are likely driven by temporary mispricing. Finally, we construct seasonality and seasonal reversal factors to study the investment value of seasonalities. We find that these factors can significantly increase the monthly Sharpe ratio by up to 0.34 and capture incremental information in predicting future returns relative to other well-known factors.

Suggested Citation

  • Guo, Shuxin & Yuan, Yue & Ma, Feng, 2022. "Cross-sectional seasonalities and seasonal reversals: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 82(C).
  • Handle: RePEc:eee:finana:v:82:y:2022:i:c:s1057521922001260
    DOI: 10.1016/j.irfa.2022.102162
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    as
    1. Segal, Gill & Shaliastovich, Ivan & Yaron, Amir, 2015. "Good and bad uncertainty: Macroeconomic and financial market implications," Journal of Financial Economics, Elsevier, vol. 117(2), pages 369-397.
    2. Xiong, Xiong & Meng, Yongqiang & Li, Xiao & Shen, Dehua, 2019. "An empirical analysis of the Adaptive Market Hypothesis with calendar effects:Evidence from China," Finance Research Letters, Elsevier, vol. 31(C).
    3. Malcolm Baker & Jeffrey Wurgler, 2006. "Investor Sentiment and the Cross‐Section of Stock Returns," Journal of Finance, American Finance Association, vol. 61(4), pages 1645-1680, August.
    4. Lam, F.Y. Eric C. & Wei, K.C. John, 2011. "Limits-to-arbitrage, investment frictions, and the asset growth anomaly," Journal of Financial Economics, Elsevier, vol. 102(1), pages 127-149, October.
    5. Hirshleifer, David & Jiang, Danling & DiGiovanni, Yuting Meng, 2020. "Mood beta and seasonalities in stock returns," Journal of Financial Economics, Elsevier, vol. 137(1), pages 272-295.
    6. Nagel, Stefan, 2005. "Short sales, institutional investors and the cross-section of stock returns," Journal of Financial Economics, Elsevier, vol. 78(2), pages 277-309, November.
    7. 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.
    8. 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.
    9. Steven L. Heston & Robert A. Korajczyk & Ronnie Sadka, 2010. "Intraday Patterns in the Cross‐section of Stock Returns," Journal of Finance, American Finance Association, vol. 65(4), pages 1369-1407, August.
    10. Ali, Fahad & Ülkü, Numan, 2020. "Weekday seasonality of stock returns: The contrary case of China," Journal of Asian Economics, Elsevier, vol. 68(C).
    11. De Bondt, Werner F M & Thaler, Richard, 1985. "Does the Stock Market Overreact?," Journal of Finance, American Finance Association, vol. 40(3), pages 793-805, July.
    12. Andrew Ang & Robert J. Hodrick & Yuhang Xing & Xiaoyan Zhang, 2006. "The Cross‐Section of Volatility and Expected Returns," Journal of Finance, American Finance Association, vol. 61(1), pages 259-299, February.
    13. Chen, Tsung-Cheng & Chien, Chin-Chen, 2011. "Size effect in January and cultural influences in an emerging stock market: The perspective of behavioral finance," Pacific-Basin Finance Journal, Elsevier, vol. 19(2), pages 208-229, April.
    14. Heston, Steven L. & Sadka, Ronnie, 2008. "Seasonality in the cross-section of stock returns," Journal of Financial Economics, Elsevier, vol. 87(2), pages 418-445, February.
    15. Long, Huaigang & Zaremba, Adam & Demir, Ender & Szczygielski, Jan Jakub & Vasenin, Mikhail, 2020. "Seasonality in the Cross-Section of Cryptocurrency Returns," Finance Research Letters, Elsevier, vol. 35(C).
    16. Li, Fengyun & Zhang, Huacheng & Zheng, Dazhi, 2018. "Seasonality in the cross section of stock returns: Advanced markets versus emerging markets," Journal of Empirical Finance, Elsevier, vol. 49(C), pages 263-281.
    17. Stambaugh, Robert F. & Yu, Jianfeng & Yuan, Yu, 2012. "The short of it: Investor sentiment and anomalies," Journal of Financial Economics, Elsevier, vol. 104(2), pages 288-302.
    18. Narasimhan Jegadeesh & Sheridan Titman, 2001. "Profitability of Momentum Strategies: An Evaluation of Alternative Explanations," Journal of Finance, American Finance Association, vol. 56(2), pages 699-720, April.
    19. Lakonishok, Josef & Shleifer, Andrei & Vishny, Robert W, 1994. "Contrarian Investment, Extrapolation, and Risk," Journal of Finance, American Finance Association, vol. 49(5), pages 1541-1578, December.
    20. Mehra, Rajnish & Prescott, Edward C., 1985. "The equity premium: A puzzle," Journal of Monetary Economics, Elsevier, vol. 15(2), pages 145-161, March.
    21. Zaremba, Adam, 2019. "Cross-sectional seasonalities in international government bond returns," Journal of Banking & Finance, Elsevier, vol. 98(C), pages 80-94.
    22. Heston, Steven L. & Sadka, Ronnie, 2010. "Seasonality in the Cross Section of Stock Returns: The International Evidence," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(5), pages 1133-1160, October.
    23. 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.
    24. Moller, Nicholas & Zilca, Shlomo, 2008. "The evolution of the January effect," Journal of Banking & Finance, Elsevier, vol. 32(3), pages 447-457, March.
    25. 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.
    26. Hirshleifer, David & Hsu, Po-Hsuan & Li, Dongmei, 2013. "Innovative efficiency and stock returns," Journal of Financial Economics, Elsevier, vol. 107(3), pages 632-654.
    27. Matti Keloharju & Juhani T. Linnainmaa & Peter Nyberg, 2016. "Return Seasonalities," Journal of Finance, American Finance Association, vol. 71(4), pages 1557-1590, August.
    28. Mikutowski, Mateusz & Karathanasopoulos, Andreas & Zaremba, Adam, 2019. "Return seasonalities in government bonds and macroeconomic risk," Economics Letters, Elsevier, vol. 176(C), pages 114-116.
    29. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    30. Savor, Pavel & Wilson, Mungo, 2013. "How Much Do Investors Care About Macroeconomic Risk? Evidence from Scheduled Economic Announcements," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 48(2), pages 343-375, April.
    31. Jegadeesh, Narasimhan, 1990. "Evidence of Predictable Behavior of Security Returns," Journal of Finance, American Finance Association, vol. 45(3), pages 881-898, July.
    32. Jaw-Kai Wang & Udechukwu Ojiako & Ling Wang, 2013. "Calendar effects of the Chinese stock markets," International Journal of Business and Emerging Markets, Inderscience Enterprises Ltd, vol. 5(1), pages 67-82.
    33. French, Kenneth R., 1980. "Stock returns and the weekend effect," Journal of Financial Economics, Elsevier, vol. 8(1), pages 55-69, March.
    34. 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.
    35. Fama, Eugene F & French, Kenneth R, 1995. "Size and Book-to-Market Factors in Earnings and Returns," Journal of Finance, American Finance Association, vol. 50(1), pages 131-155, March.
    36. Shleifer, Andrei & Vishny, Robert W, 1997. "The Limits of Arbitrage," Journal of Finance, American Finance Association, vol. 52(1), pages 35-55, March.
    37. Kent D. Daniel & David Hirshleifer & Avanidhar Subrahmanyam, 2001. "Overconfidence, Arbitrage, and Equilibrium Asset Pricing," Journal of Finance, American Finance Association, vol. 56(3), pages 921-965, June.
    38. 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.
    39. Pontiff, Jeffrey, 2006. "Costly arbitrage and the myth of idiosyncratic risk," Journal of Accounting and Economics, Elsevier, vol. 42(1-2), pages 35-52, October.
    40. Mashruwala, Christina & Rajgopal, Shivaram & Shevlin, Terry, 2006. "Why is the accrual anomaly not arbitraged away? The role of idiosyncratic risk and transaction costs," Journal of Accounting and Economics, Elsevier, vol. 42(1-2), pages 3-33, October.
    41. Hong, Harrison & Kubik, Jeffrey D. & Fishman, Tal, 2012. "Do arbitrageurs amplify economic shocks?," Journal of Financial Economics, Elsevier, vol. 103(3), pages 454-470.
    42. Keloharju, Matti & Linnainmaa, Juhani T. & Nyberg, Peter, 2021. "Are return seasonalities due to risk or mispricing?," Journal of Financial Economics, Elsevier, vol. 139(1), pages 138-161.
    43. Pavel Savor & Mungo Wilson, 2016. "Earnings Announcements and Systematic Risk," Journal of Finance, American Finance Association, vol. 71(1), pages 83-138, February.
    44. Lee, Deok-Hyeon & Min, Byoung-Kyu & Xiao, Yuchao, 2020. "Testing the mood seasonality hypothesis: Evidence from down under," Pacific-Basin Finance Journal, Elsevier, vol. 64(C).
    45. Birru, Justin, 2018. "Day of the week and the cross-section of returns," Journal of Financial Economics, Elsevier, vol. 130(1), pages 182-214.
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    1. Zhang, Yaojie & He, Mengxi & Liao, Cunfei & Wang, Yudong, 2023. "Climate risk exposure and the cross-section of Chinese stock returns," Finance Research Letters, Elsevier, vol. 55(PB).

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    More about this item

    Keywords

    Cross-sectional seasonalities; Seasonal reversals; Mispricing; Seasonality factor; Seasonal reversal factor;
    All these keywords.

    JEL classification:

    • 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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