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A bubble identification mechanism: Evidence from the Chinese stock market

Author

Listed:
  • Chaolin He
  • Yijia Gao
  • Feng Xiao
  • Liangling Tang
  • Yasir Khan

Abstract

This paper provides a bubble date‐stamping mechanism using the agent‐based computational finance method. The key steps of the bubble date‐stamping mechanism are the construction of the simulated financial market, the computation of the characteristic indexes, and the thresholds of the Price Band in the simulated financial market. The present study adopts the mechanism to identify the bubbles of sample stocks in the Chinese stock market from April 2003 to December 2019. The findings show that the bubbles are primarily distributed in 2006–2008, 2009–2012 and 2014–2018, respectively. Furthermore, we analyse the bubble strength and the price fluctuation during the above three periods. In addition to the bubble date‐stamping mechanism, the paper also studies the factors that drive the bubbles in the Chinese stock market from both macro and micro perspectives.

Suggested Citation

  • Chaolin He & Yijia Gao & Feng Xiao & Liangling Tang & Yasir Khan, 2024. "A bubble identification mechanism: Evidence from the Chinese stock market," Pacific Economic Review, Wiley Blackwell, vol. 29(1), pages 55-87, February.
  • Handle: RePEc:bla:pacecr:v:29:y:2024:i:1:p:55-87
    DOI: 10.1111/1468-0106.12422
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    as
    1. Wei Xiong & Jialin Yu, 2011. "The Chinese Warrants Bubble," Working Papers 1398, Princeton University, Department of Economics, Econometric Research Program..
    2. Kenneth D. West, 1987. "A Specification Test for Speculative Bubbles," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 102(3), pages 553-580.
    3. van Norden, Simon, 1996. "Regime Switching as a Test for Exchange Rate Bubbles," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(3), pages 219-251, May-June.
    4. Dirk-Jan Janssen & Sascha Füllbrunn & Utz Weitzel, 2019. "Individual speculative behavior and overpricing in experimental asset markets," Experimental Economics, Springer;Economic Science Association, vol. 22(3), pages 653-675, September.
    5. Sornette, Didier & Zhou, Wei-Xing, 2006. "Predictability of large future changes in major financial indices," International Journal of Forecasting, Elsevier, vol. 22(1), pages 153-168.
    6. Hall, Stephen G & Psaradakis, Zacharias & Sola, Martin, 1999. "Detecting Periodically Collapsing Bubbles: A Markov-Switching Unit Root Test," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 14(2), pages 143-154, March-Apr.
    7. Sergio Da Silva & Mauricio Nunes, 2008. "Explosive and periodically collapsing bubbles in emerging stockmarkets," Economics Bulletin, AccessEcon, vol. 3(46), pages 1-18.
    8. Peter C. B. Phillips & Yangru Wu & Jun Yu, 2011. "EXPLOSIVE BEHAVIOR IN THE 1990s NASDAQ: WHEN DID EXUBERANCE ESCALATE ASSET VALUES?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 52(1), pages 201-226, February.
    9. Martin Dufwenberg & Tobias Lindqvist & Evan Moore, 2005. "Bubbles and Experience: An Experiment," American Economic Review, American Economic Association, vol. 95(5), pages 1731-1737, December.
    10. Martin L. Leibowitz, 2000. "Spread-Driven Dividend Discount Models," Financial Analysts Journal, Taylor & Francis Journals, vol. 56(6), pages 64-81, November.
    11. Jianping Mei & Jose A. Scheinkman & Wei Xiong, 2009. "Speculative Trading and Stock Prices: Evidence from Chinese A-B Share Premia," Annals of Economics and Finance, Society for AEF, vol. 10(2), pages 225-255, November.
    12. Utz Weitzel & Christoph Huber & Jürgen Huber & Michael Kirchler & Florian Lindner & Julia Rose & Lauren Cohen, 2020. "Bubbles and Financial Professionals," The Review of Financial Studies, Society for Financial Studies, vol. 33(6), pages 2659-2696.
    13. Froot, Kenneth A & Obstfeld, Maurice, 1991. "Intrinsic Bubbles: The Case of Stock Prices," American Economic Review, American Economic Association, vol. 81(5), pages 1189-1214, December.
    14. Feltham, GA & Ohlson, JA, 1996. "Uncertainty resolution and the theory of depreciation measurement," Journal of Accounting Research, Wiley Blackwell, vol. 34(2), pages 209-234.
    15. repec:ebl:ecbull:v:3:y:2008:i:46:p:1-18 is not listed on IDEAS
    16. Diba, Behzad T & Grossman, Herschel I, 1988. "Explosive Rational Bubbles in Stock Prices?," American Economic Review, American Economic Association, vol. 78(3), pages 520-530, June.
    17. van Norden, Simon & Schaller, Huntley, 1993. "The Predictability of Stock Market Regime: Evidence from the Toronto Stock Exchange," The Review of Economics and Statistics, MIT Press, vol. 75(3), pages 505-510, August.
    18. Plenborg, Thomas, 2002. "Firm valuation: comparing the residual income and discounted cash flow approaches," Scandinavian Journal of Management, Elsevier, vol. 18(3), pages 303-318, September.
    19. Razen, Michael & Huber, Jürgen & Kirchler, Michael, 2017. "Cash inflow and trading horizon in asset markets," European Economic Review, Elsevier, vol. 92(C), pages 359-384.
    20. Liu, Tie-Ying & Chang, Hsu-Ling & Su, Chi-Wei & Lobonţ, Oana-Ramona, 2017. "Is there inflation in China? Evidence by a unit root approach," International Review of Economics & Finance, Elsevier, vol. 52(C), pages 236-245.
    21. Dechow, Patricia M. & Hutton, Amy P. & Sloan, Richard G., 1999. "An empirical assessment of the residual income valuation model1," Journal of Accounting and Economics, Elsevier, vol. 26(1-3), pages 1-34, January.
    22. Driffill, John & Sola, Martin, 1998. "Intrinsic bubbles and regime-switching," Journal of Monetary Economics, Elsevier, vol. 42(2), pages 357-373, July.
    23. John Y. Campbell, Robert J. Shiller, 1988. "The Dividend-Price Ratio and Expectations of Future Dividends and Discount Factors," The Review of Financial Studies, Society for Financial Studies, vol. 1(3), pages 195-228.
    24. Francesca Biagini & Hans Föllmer & Sorin Nedelcu, 2014. "Shifting martingale measures and the birth of a bubble as a submartingale," Finance and Stochastics, Springer, vol. 18(2), pages 297-326, April.
    25. Emily J. Whitehouse, 2019. "Explosive Asset Price Bubble Detection with Unknown Bubble Length and Initial Condition," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 81(1), pages 20-41, February.
    26. Shu-Ping Shi, 2013. "Specification sensitivities in the Markov-switching unit root test for bubbles," Empirical Economics, Springer, vol. 45(2), pages 697-713, October.
    27. Wei Xiong & Jialin Yu, 2011. "The Chinese Warrants Bubble," American Economic Review, American Economic Association, vol. 101(6), pages 2723-2753, October.
    28. Hamilton, James D., 1988. "Rational-expectations econometric analysis of changes in regime : An investigation of the term structure of interest rates," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 385-423.
    29. Peter C. B. Phillips & Shuping Shi & Jun Yu, 2015. "Testing For Multiple Bubbles: Limit Theory Of Real‐Time Detectors," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 56, pages 1079-1134, November.
    30. Michael Schatz & Didier Sornette, 2020. "Inefficient Bubbles And Efficient Drawdowns In Financial Markets," International Journal of Theoretical and Applied Finance (IJTAF), World Scientific Publishing Co. Pte. Ltd., vol. 23(07), pages 1-56, November.
    31. Ehsan Ahmed & J. Barkley Rosser, Jr. & Jamshed Y. Uppal, 2017. "Financialization and speculative bubbles - International evidence," CAMA Working Papers 2017-06, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
    32. Francis, J & Olsson, P & Oswald, DR, 2000. "Comparing the accuracy and explainability of dividend, free cash flow, and abnormal earnings equity value estimates," Journal of Accounting Research, Wiley Blackwell, vol. 38(1), pages 45-70.
    33. Shiller, Robert J, 1981. "Do Stock Prices Move Too Much to be Justified by Subsequent Changes in Dividends?," American Economic Review, American Economic Association, vol. 71(3), pages 421-436, June.
    34. Matthias Sutter & Jürgen Huber & Michael Kirchler, 2012. "Bubbles and Information: An Experiment," Management Science, INFORMS, vol. 58(2), pages 384-393, February.
    35. Anastasios Evgenidis & Anastasios G. Malliaris, 2020. "To Lean Or Not To Lean Against An Asset Price Bubble? Empirical Evidence," Economic Inquiry, Western Economic Association International, vol. 58(4), pages 1958-1976, October.
    36. Harvey, David I. & Leybourne, Stephen J. & Sollis, Robert, 2017. "Improving the accuracy of asset price bubble start and end date estimators," Journal of Empirical Finance, Elsevier, vol. 40(C), pages 121-138.
    37. Hamilton, James D, 1989. "A New Approach to the Economic Analysis of Nonstationary Time Series and the Business Cycle," Econometrica, Econometric Society, vol. 57(2), pages 357-384, March.
    38. Yao, Can-Zhong & Li, Hong-Yu, 2021. "A study on the bursting point of Bitcoin based on the BSADF and LPPLS methods," The North American Journal of Economics and Finance, Elsevier, vol. 55(C).
    39. Oechssler, Jörg & Schmidt, Carsten & Schnedler, Wendelin, 2011. "On the ingredients for bubble formation: Informed traders and communication," Journal of Economic Dynamics and Control, Elsevier, vol. 35(11), pages 1831-1851.
    40. Catherine C. Eckel & Sascha C. Füllbrunn, 2015. "Thar SHE Blows? Gender, Competition, and Bubbles in Experimental Asset Markets," American Economic Review, American Economic Association, vol. 105(2), pages 906-920, February.
    41. Jennergren, L. Peter, 2008. "Continuing value in firm valuation by the discounted cash flow model," European Journal of Operational Research, Elsevier, vol. 185(3), pages 1548-1563, March.
    42. Kuo, Chen-Yin, 2016. "Does the vector error correction model perform better than others in forecasting stock price? An application of residual income valuation theory," Economic Modelling, Elsevier, vol. 52(PB), pages 772-789.
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