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An Empirical Study of Herding Behaviour in China’s A-Share and B-Share Markets: Evidence of Bidirectional Herding Activities

Author

Listed:
  • Oi-Ping Chong

    (Putra Business School, Universiti Putra Malaysia, Malaysia.)

  • A.N. Bany-Ariffin

    (Faculty of Economics and Management, Universiti Putra Malaysia, Malaysia.)

  • Annuar Md Nassir

    (School of Economics and Management, Xiamen University, Malaysia.)

  • Junaina Muhammad

    (Faculty of Economics and Management, Universiti Putra Malaysia, Malaysia.)

Abstract

Research Question: This paper examines whether A-share markets predominated by unsophisticated local investors follow the trading of the B-share markets, dominated by sophisticated foreign institutional investors. Motivation: Our goal was to explore whether A-share investors follow the trading behaviour of the B-share investors or vice versa given the uniqueness of the Chinese markets. This paper drew on the findings of Chui and Kwok (1998) and Doukas and Wang (2013) who claimed that the Chinese foreign investors are more sophisticated and thus have an information advantage over unsophisticated local investors. Idea: The core idea of this paper was to empirically examine the herding behaviour in the four local Chinese markets and herding effect during the turbulent and calm period. The study was conducted using Cross-sectional Absolute Deviation (CSAD) as the dependent variable, the average of the cross-sectional returns of the market portfolio, the absolute value of market returns, and market returns squared as independent variables. Data: The analysis was conducted based on 1,782 days of observing the 188 individual firm’s stock returns from January 2010 to October 2016 from Shanghai A-share, Shanghai B-share, Shenzhen A-share, and Shenzhen B-share. All relevant data was downloaded from DataStream. Method/Tools: We utilised the CSAD method to calculate the value of all the variables. Then we employed robust-regression to regress all these variables and t-test to determine the intensity of herding during the turbulent and calm period to reach the findings of this study. Findings: The results pointed out that the A-share markets were herding around the B-share markets and vice versa. Besides, there was cross-herding between the Shanghai Stock Exchange and Shenzhen Stock Exchange due to information transmission between the A-share and B-share holders in both markets. Finally, this study also discovered that there was a significant difference between the herding coefficients during the stock market turbulent period and the calm periods. Contributions: This study extends existing research on herding behaviour related to Chinese A-share and B-share markets which yet to be explored in detail and whether herding is more pronounced during the turbulent period compared to calm period.

Suggested Citation

  • Oi-Ping Chong & A.N. Bany-Ariffin & Annuar Md Nassir & Junaina Muhammad, 2019. "An Empirical Study of Herding Behaviour in China’s A-Share and B-Share Markets: Evidence of Bidirectional Herding Activities," Capital Markets Review, Malaysian Finance Association, vol. 27(2), pages 37-57.
    • Handle: RePEc:mfa:journl:v:27:y:2019:i:2:p:37-57
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    1. Han Kim, E. & Singal, Vijay, 2000. "The fear of globalizing capital markets," Emerging Markets Review, Elsevier, vol. 1(3), pages 183-198, November.
    2. Doukas, John A. & Wang, Liu, 2013. "Information asymmetry, price discovery, and the Chinese B-share discount puzzle," Pacific-Basin Finance Journal, Elsevier, vol. 21(1), pages 1116-1135.
    3. Chang, Eric C. & Cheng, Joseph W. & Khorana, Ajay, 2000. "An examination of herd behavior in equity markets: An international perspective," Journal of Banking & Finance, Elsevier, vol. 24(10), pages 1651-1679, October.
    4. Ernst Maug & Narayan Naik, 2011. "Herding and Delegated Portfolio Management: The Impact of Relative Performance Evaluation on Asset Allocation," Quarterly Journal of Finance (QJF), World Scientific Publishing Co. Pte. Ltd., vol. 1(02), pages 265-292.
    5. Lakonishok, Josef & Shleifer, Andrei & Vishny, Robert W., 1992. "The impact of institutional trading on stock prices," Journal of Financial Economics, Elsevier, vol. 32(1), pages 23-43, August.
    6. Hyeyoen Kim & Doojin Ryu, 2012. "Which trader's order-splitting strategy is effective? The case of an index options market," Applied Economics Letters, Taylor & Francis Journals, vol. 19(17), pages 1683-1692.
    7. Andy C. W. Chui & Chuck C. Y. Kwok, 1998. "Cross-Autocorrelation Between A Shares And B Shares In The Chinese Stock Market," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 21(3), pages 333-353, September.
    8. Xu, Cheng Kenneth, 2000. "The microstructure of the Chinese stock market," China Economic Review, Elsevier, vol. 11(1), pages 79-97.
    9. Kalok Chan & Albert J. Menkveld & Zhishu Yang, 2008. "Information Asymmetry and Asset Prices: Evidence from the China Foreign Share Discount," Journal of Finance, American Finance Association, vol. 63(1), pages 159-196, February.
    10. G. M. Chen & Bong‐Soo Lee & Oliver Rui, 2001. "Foreign Ownership Restrictions And Market Segmentation In China'S Stock Markets," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 24(1), pages 133-155, March.
    11. Hwang, Soosung & Salmon, Mark, 2004. "Market stress and herding," Journal of Empirical Finance, Elsevier, vol. 11(4), pages 585-616, September.
    12. Chiang, Thomas C. & Zheng, Dazhi, 2010. "An empirical analysis of herd behavior in global stock markets," Journal of Banking & Finance, Elsevier, vol. 34(8), pages 1911-1921, August.
    13. Avery, Christopher & Zemsky, Peter, 1998. "Multidimensional Uncertainty and Herd Behavior in Financial Markets," American Economic Review, American Economic Association, vol. 88(4), pages 724-748, September.
    14. Haroon Khan & Slim Hassairi & Jean-Laurent Viviani, 2011. "Herd behavior and market stress: The case of four European countries," Post-Print halshs-00657380, HAL.
    15. Sushil Bikhchandani & Sunil Sharma, 2001. "Herd Behavior in Financial Markets," IMF Staff Papers, Palgrave Macmillan, vol. 47(3), pages 1-1.
    16. Blasco, Natividad & Corredor, Pilar & Ferreruela, Sandra, 2017. "Can agents sensitive to cultural, organizational and environmental issues avoid herding?," Finance Research Letters, Elsevier, vol. 22(C), pages 114-121.
    17. Economou, Fotini & Katsikas, Epameinondas & Vickers, Gregory, 2016. "Testing for herding in the Athens Stock Exchange during the crisis period," Finance Research Letters, Elsevier, vol. 18(C), pages 334-341.
    18. Kim, E Han & Singal, Vijay, 2000. "Erratum [Stock Market Openings: Experience of Emerging Economies]," The Journal of Business, University of Chicago Press, vol. 73(4), October.
    19. Hee‐Joon Ahn & Jangkoo Kang & Doojin Ryu, 2008. "Informed trading in the index option market: The case of KOSPI 200 options," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 28(12), pages 1118-1146, December.
    20. Chiang, Thomas C. & Li, Jiandong & Tan, Lin, 2010. "Empirical investigation of herding behavior in Chinese stock markets: Evidence from quantile regression analysis," Global Finance Journal, Elsevier, vol. 21(1), pages 111-124.
    21. Tao Chen, 2017. "Investor Attention and Global Stock Returns," Journal of Behavioral Finance, Taylor & Francis Journals, vol. 18(3), pages 358-372, July.
    22. Kenneth A. Kim & John R. Nofsinger, 2005. "Institutional Herding, Business Groups, and Economic Regimes: Evidence from Japan," The Journal of Business, University of Chicago Press, vol. 78(1), pages 213-242, January.
    23. Gong, Pu & Dai, Jun, 2017. "Monetary policy, exchange rate fluctuation, and herding behavior in the stock market," Journal of Business Research, Elsevier, vol. 76(C), pages 34-43.
    24. Richard W. Sias, 2004. "Institutional Herding," Review of Financial Studies, Society for Financial Studies, vol. 17(1), pages 165-206.
    25. Russ Wermers, 1999. "Mutual Fund Herding and the Impact on Stock Prices," Journal of Finance, American Finance Association, vol. 54(2), pages 581-622, April.
    26. Alhaj-Yaseen, Yaseen S. & Rao, Xi & Jin, Yinghua, 2017. "Market liberalization and the extent of informed trading: Evidence from China’s equity markets," Journal of Multinational Financial Management, Elsevier, vol. 39(C), pages 78-99.
    27. Scharfstein, David S & Stein, Jeremy C, 1990. "Herd Behavior and Investment," American Economic Review, American Economic Association, vol. 80(3), pages 465-479, June.
    28. Haiqi Li & Ying Liu & Sung Y. Park, 2018. "Time‐Varying Investor Herding in Chinese Stock Markets," International Review of Finance, International Review of Finance Ltd., vol. 18(4), pages 717-726, December.
    29. Bikhchandani, Sushil & Hirshleifer, David & Welch, Ivo, 1992. "A Theory of Fads, Fashion, Custom, and Cultural Change in Informational Cascades," Journal of Political Economy, University of Chicago Press, vol. 100(5), pages 992-1026, October.
    30. Webb, Robert I. & Ryu, Doojin & Ryu, Doowon & Han, Joongho, 2016. "The price impact of futures trades and their intraday seasonality," Emerging Markets Review, Elsevier, vol. 26(C), pages 80-98.
    31. Chui, Andy C W & Kwok, Chuck C Y, 1998. "Cross-Autocorrelation between A Shares and B Shares in the Chinese Stock Market," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 21(3), pages 333-353, Fall.
    32. Ziyao Luo & Christophe Schinckus, 2015. "Herding behaviour in asymmetric and extreme situations: the case of China," Applied Economics Letters, Taylor & Francis Journals, vol. 22(11), pages 869-873, July.
    33. Gębka, Bartosz & Wohar, Mark E., 2013. "International herding: Does it differ across sectors?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 23(C), pages 55-84.
    34. Natividad Blasco & Pilar Corredor & Sandra Ferreruela, 2012. "Does herding affect volatility? Implications for the Spanish stock market," Quantitative Finance, Taylor & Francis Journals, vol. 12(2), pages 311-327, July.
    35. Spyros Spyrou, 2013. "Herding in financial markets: a review of the literature," Review of Behavioral Finance, Emerald Group Publishing Limited, vol. 5(2), pages 175-194, November.
    36. Tan, Lin & Chiang, Thomas C. & Mason, Joseph R. & Nelling, Edward, 2008. "Herding behavior in Chinese stock markets: An examination of A and B shares," Pacific-Basin Finance Journal, Elsevier, vol. 16(1-2), pages 61-77, January.
    37. Hilliard, Jitka & Zhang, Haoran, 2015. "Size and price-to-book effects: Evidence from the Chinese stock markets," Pacific-Basin Finance Journal, Elsevier, vol. 32(C), pages 40-55.
    38. Barberis, Nicholas & Shleifer, Andrei & Vishny, Robert, 1998. "A model of investor sentiment," Journal of Financial Economics, Elsevier, vol. 49(3), pages 307-343, September.
    39. Devenow, Andrea & Welch, Ivo, 1996. "Rational herding in financial economics," European Economic Review, Elsevier, vol. 40(3-5), pages 603-615, April.
    40. Chen, Zhian & Du, Jinmin & Li, Donghui & Ouyang, Rui, 2013. "Does foreign institutional ownership increase return volatility? Evidence from China," Journal of Banking & Finance, Elsevier, vol. 37(2), pages 660-669.
    41. Harald Hau, 2001. "Location Matters: An Examination of Trading Profits," Journal of Finance, American Finance Association, vol. 56(5), pages 1959-1983, October.
    42. Ziyao Luo & Christophe Schinckus, 2015. "The influence of the US market on herding behaviour in China," Applied Economics Letters, Taylor & Francis Journals, vol. 22(13), pages 1055-1058, September.
    43. Darrat, Ali F. & Gilley, Otis & Wu, Yanhui & Zhong, Maosen, 2010. "On the Chinese B-share price discount puzzle: Some new evidence," Journal of Business Research, Elsevier, vol. 63(8), pages 895-902, August.
    44. David Hirshleifer, 2001. "Investor Psychology and Asset Pricing," Journal of Finance, American Finance Association, vol. 56(4), pages 1533-1597, August.
    45. John Fernald & John H. Rogers, 2002. "Puzzles In The Chinese Stock Market," The Review of Economics and Statistics, MIT Press, vol. 84(3), pages 416-432, August.
    46. Abhijit V. Banerjee, 1992. "A Simple Model of Herd Behavior," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(3), pages 797-817.
    47. Kraus, Alan & Stoll, Hans R., 1972. "Parallel Trading by Institutional Investors," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 7(5), pages 2107-2138, December.
    48. Economou, Fotini & Kostakis, Alexandros & Philippas, Nikolaos, 2011. "Cross-country effects in herding behaviour: Evidence from four south European markets," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 21(3), pages 443-460, July.
    49. Chune Young Chung & Chang Liu, 2017. "Institutional investors and opportunistic seasoned equity offerings in the Korean stock market," Applied Economics, Taylor & Francis Journals, vol. 49(5), pages 446-455, January.
    50. Stephanie Kremer & Dieter Nautz, 2013. "Short†term Herding of Institutional Traders: New Evidence from the German Stock Market," European Financial Management, European Financial Management Association, vol. 19(4), pages 730-746, September.
    51. Alexander, Gordon J. & Eun, Cheol S. & Janakiramanan, S., 1988. "International Listings and Stock Returns: Some Empirical Evidence," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 23(2), pages 135-151, June.
    52. Chakravarty, Sugato & Sarkar, Asani & Wu, Lifan, 1998. "Information asymmetry, market segmentation and the pricing of cross-listed shares: theory and evidence from Chinese A and B shares," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 8(3-4), pages 325-356, December.
    53. Lao, Paulo & Singh, Harminder, 2011. "Herding behaviour in the Chinese and Indian stock markets," Journal of Asian Economics, Elsevier, vol. 22(6), pages 495-506.
    54. Zhang, Jin & Wang, Lanfang & Wang, Susheng, 2012. "Financial development and economic growth: Recent evidence from China," Journal of Comparative Economics, Elsevier, vol. 40(3), pages 393-412.
    55. Li, Hong, 2013. "Integration versus segmentation in China's stock market: An analysis of time-varying beta risks," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 25(C), pages 88-105.
    56. Demirer, RIza & Kutan, Ali M., 2006. "Does herding behavior exist in Chinese stock markets?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 16(2), pages 123-142, April.
    57. Choi, Nicole & Skiba, Hilla, 2015. "Institutional herding in international markets," Journal of Banking & Finance, Elsevier, vol. 55(C), pages 246-259.
    58. Li, Wei & Rhee, Ghon & Wang, Steven Shuye, 2017. "Differences in herding: Individual vs. institutional investors," Pacific-Basin Finance Journal, Elsevier, vol. 45(C), pages 174-185.
    59. John R. Nofsinger & Richard W. Sias, 1999. "Herding and Feedback Trading by Institutional and Individual Investors," Journal of Finance, American Finance Association, vol. 54(6), pages 2263-2295, December.
    60. David Hirshleifer & Siew Hong Teoh, 2003. "Herd Behaviour and Cascading in Capital Markets: a Review and Synthesis," European Financial Management, European Financial Management Association, vol. 9(1), pages 25-66, March.
    61. Alhaj-Yaseen, Yaseen S. & Yau, Siu-Kong, 2018. "Herding tendency among investors with heterogeneous information: Evidence from China’s equity markets," Journal of Multinational Financial Management, Elsevier, vol. 47, pages 60-75.
    62. Chan, Kalok & Menkveld, Albert J. & Yang, Zhishu, 2007. "The informativeness of domestic and foreign investors' stock trades: Evidence from the perfectly segmented Chinese market," Journal of Financial Markets, Elsevier, vol. 10(4), pages 391-415, November.
    63. Bin Miao & Siew Hong Teoh & Zinan Zhu, 2016. "Limited attention, statement of cash flow disclosure, and the valuation of accruals," Review of Accounting Studies, Springer, vol. 21(2), pages 473-515, June.
    64. Kim, E Han & Singal, Vijay, 2000. "Stock Market Openings: Experience of Emerging Economies," The Journal of Business, University of Chicago Press, vol. 73(1), pages 25-66, January.
    65. Gao, Lei & Kling, Gerhard, 2006. "Regulatory changes and market liquidity in Chinese stock markets," Emerging Markets Review, Elsevier, vol. 7(2), pages 162-175, June.
    66. Tong, Wilson H.S. & Yu, Wayne W., 2012. "A corporate governance explanation of the A-B share discount in China," Journal of International Money and Finance, Elsevier, vol. 31(2), pages 125-147.
    67. Tian, Shu & Wu, Eliza & Wu, Qiongbing, 2018. "Who exacerbates the extreme swings in the Chinese stock market?," International Review of Financial Analysis, Elsevier, vol. 55(C), pages 50-59.
    68. Ahmad Fawwaz Mohd Nasarudin & Bany Ariffin Amin Noordin & Siong Hook Law & Mohd Hisham Yahya, 2017. "Investigation of Herding Behaviour in Developed and Developing Countries: Does Country Governance Factor Matters?," Capital Markets Review, Malaysian Finance Association, vol. 25(2), pages 1-14.
    69. Hirshleifer, David & Subrahmanyam, Avanidhar & Titman, Sheridan, 1994. "Security Analysis and Trading Patterns When Some Investors Receive Information before Others," Journal of Finance, American Finance Association, vol. 49(5), pages 1665-1698, December.
    70. Hyuk Choe & Bong-Chan Kho & Rene M. Stulz, 2001. "Do Domestic Investors Have More Valuable Information About Individual Stocks Than Foreign Investors?," NBER Working Papers 8073, National Bureau of Economic Research, Inc.
    71. Laura Andreu & Cristina Ortiz & Jose Luis Sarto, 2009. "Herding behaviour in strategic asset allocations: new approaches on quantitative and intertemporal imitation," Applied Financial Economics, Taylor & Francis Journals, vol. 19(20), pages 1649-1659.
    72. Babalos, Vassilios & Balcilar, Mehmet & Gupta, Rangan, 2015. "Herding behavior in real estate markets: Novel evidence from a Markov-switching model," Journal of Behavioral and Experimental Finance, Elsevier, vol. 8(C), pages 40-43.
    73. Mobarek, Asma & Mollah, Sabur & Keasey, Kevin, 2014. "A cross-country analysis of herd behavior in Europe," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 32(C), pages 107-127.
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    More about this item

    Keywords

    Herding behaviour; cross-market herding; bidirectional; CSAD method; Chinese stock market turbulence;
    All these keywords.

    JEL classification:

    • G01 - Financial Economics - - General - - - Financial Crises
    • 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
    • G40 - Financial Economics - - Behavioral Finance - - - General
    • G41 - Financial Economics - - Behavioral Finance - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making in Financial Markets

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