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The evolution of herding behavior in stock markets: Evidence from a smooth time-varying analysis

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  • Xing, Shuo
  • Cheng, Tingting
  • Qiu, Liping
  • Li, Xiaoyang

Abstract

We apply a new, nonparametric approach to study time-varying herding behavior. Using this approach to compare herding behavior between the A-share, Hong Kong, and the U.S. stock markets over the past two decades, we present several new findings. First, before the Global Financial Crisis, the A-share stock market exhibited a pro-longed yet weakening herding behavior, which was mainly driven by non-fundamental factors. Second, periods with no herding and periods with adverse herding alternated between 2008 and 2021. Adverse herding, mainly driven by fundamental factors, intensified during market turbulence. Third, both the Hong Kong and the U.S. stock markets displayed adverse herding behavior persistently. In sum, our approach provides some new evidence on time-varying herding in both emerging and developed markets.

Suggested Citation

  • Xing, Shuo & Cheng, Tingting & Qiu, Liping & Li, Xiaoyang, 2025. "The evolution of herding behavior in stock markets: Evidence from a smooth time-varying analysis," Pacific-Basin Finance Journal, Elsevier, vol. 90(C).
    • Handle: RePEc:eee:pacfin:v:90:y:2025:i:c:s0927538x25000010
    DOI: 10.1016/j.pacfin.2025.102664
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    as
    1. 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.
    2. Hung, Weifeng & Lu, Chia-Chi & Lee, Cheng F., 2010. "Mutual fund herding its impact on stock returns: Evidence from the Taiwan stock market," Pacific-Basin Finance Journal, Elsevier, vol. 18(5), pages 477-493, November.
    3. Fu, Jingxue & Wu, Lan, 2021. "Regime-switching herd behavior: Novel evidence from the Chinese A-share market," Finance Research Letters, Elsevier, vol. 39(C).
    4. Colombo, Valentina, 2013. "Economic policy uncertainty in the US: Does it matter for the Euro area?," Economics Letters, Elsevier, vol. 121(1), pages 39-42.
    5. Babaei, Hamid & Hübner, Georges & Muller, Aline, 2023. "The effects of uncertainty on the dynamics of stock market interdependence: Evidence from the time-varying cointegration of the G7 stock markets," Journal of International Money and Finance, Elsevier, vol. 139(C).
    6. Cui, Xin & Wang, Chunfeng & Liao, Jing & Fang, Zhenming & Cheng, Feiyang, 2021. "Economic policy uncertainty exposure and corporate innovation investment: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 67(C).
    7. Cai, Zongwu, 2007. "Trending time-varying coefficient time series models with serially correlated errors," Journal of Econometrics, Elsevier, vol. 136(1), pages 163-188, January.
    8. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    9. Caglayan, Mustafa & Talavera, Oleksandr & Zhang, Wei, 2021. "Herding behaviour in P2P lending markets," Journal of Empirical Finance, Elsevier, vol. 63(C), pages 27-41.
    10. Ma, Yu & Qian, Wenyu & Luan, Zhiqian, 2021. "Could increasing price limits reduce up limit herding? Evidence from China's capital market reform," Finance Research Letters, Elsevier, vol. 42(C).
    11. Hudson, Yawen & Yan, Meilan & Zhang, Dalu, 2020. "Herd behaviour & investor sentiment: Evidence from UK mutual funds," International Review of Financial Analysis, Elsevier, vol. 71(C).
    12. Susan Sunila Sharma & Paresh Narayan & Kannan Thuraisamy, 2015. "Time-Varying Herding Behavior, Global Financial Crisis, and the Chinese Stock Market," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 18(02), pages 1-31.
    13. Han, Xing & Li, Youwei, 2017. "Can investor sentiment be a momentum time-series predictor? Evidence from China," Journal of Empirical Finance, Elsevier, vol. 42(C), pages 212-239.
    14. Masih, Rumi & Masih, Abul M. M., 2001. "Long and short term dynamic causal transmission amongst international stock markets," Journal of International Money and Finance, Elsevier, vol. 20(4), pages 563-587, August.
    15. 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.
    16. Chen, Zhenxi & Zheng, Huanhuan, 2022. "Herding in the Chinese and US stock markets: Evidence from a micro-founded approach," International Review of Economics & Finance, Elsevier, vol. 78(C), pages 597-604.
    17. Wang, Hu & Li, Shouwei & Ma, Yuyin, 2021. "Herding in Open-end Funds: Evidence from China," The North American Journal of Economics and Finance, Elsevier, vol. 57(C).
    18. 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.
    19. Galariotis, Emilios C. & Rong, Wu & Spyrou, Spyros I., 2015. "Herding on fundamental information: A comparative study," Journal of Banking & Finance, Elsevier, vol. 50(C), pages 589-598.
    20. Yao, Juan & Ma, Chuanchan & He, William Peng, 2014. "Investor herding behaviour of Chinese stock market," International Review of Economics & Finance, Elsevier, vol. 29(C), pages 12-29.
    21. Harrison Hong & Jeffrey D. Kubik & Amit Solomon, 2000. "Security Analysts' Career Concerns and Herding of Earnings Forecasts," RAND Journal of Economics, The RAND Corporation, vol. 31(1), pages 121-144, Spring.
    22. Froot, Kenneth A & Scharftstein, David S & Stein, Jeremy C, 1992. "Herd on the Street: Informational Inefficiencies in a Market with Short-Term Speculation," Journal of Finance, American Finance Association, vol. 47(4), pages 1461-1484, September.
    23. Philippas, Nikolaos & Economou, Fotini & Babalos, Vassilios & Kostakis, Alexandros, 2013. "Herding behavior in REITs: Novel tests and the role of financial crisis," International Review of Financial Analysis, Elsevier, vol. 29(C), pages 166-174.
    24. Economou, Fotini & Gavriilidis, Konstantinos & Kallinterakis, Vasileios & Yordanov, Nikolay, 2015. "Do fund managers herd in frontier markets — and why?," International Review of Financial Analysis, Elsevier, vol. 40(C), pages 76-87.
    25. Mr. Sunil Sharma & Sushil Bikhchandani, 2000. "Herd Behavior in Financial Markets: A Review," IMF Working Papers 2000/048, International Monetary Fund.
    26. Guan, Jialin & Xu, Huijuan & Huo, Da & Hua, Yechun & Wang, Yunfeng, 2021. "Economic policy uncertainty and corporate innovation: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 67(C).
    27. Guosong Wu & Boxian Yang & Ningru Zhao, 2020. "Herding Behavior in Chinese Stock Markets during COVID-19," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 56(15), pages 3578-3587, December.
    28. Thomas Chiang & Lin Tan & Jiandong Li & Edward Nelling, 2013. "Dynamic Herding Behavior in Pacific-Basin Markets: Evidence and Implications," Multinational Finance Journal, Multinational Finance Journal, vol. 17(3-4), pages 165-200, September.
    29. Klein, Arne C., 2013. "Time-variations in herding behavior: Evidence from a Markov switching SUR model," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 26(C), pages 291-304.
    30. Cai, Fang & Han, Song & Li, Dan & Li, Yi, 2019. "Institutional herding and its price impact: Evidence from the corporate bond market," Journal of Financial Economics, Elsevier, vol. 131(1), pages 139-167.
    31. Hwang, Soosung & Salmon, Mark, 2004. "Market stress and herding," Journal of Empirical Finance, Elsevier, vol. 11(4), pages 585-616, September.
    32. 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.
    33. Yang, Wan-Ru & Chuang, Ming-Che, 2023. "Do investors herd in a volatile market? Evidence of dynamic herding in Taiwan, China, and US stock markets," Finance Research Letters, Elsevier, vol. 52(C).
    34. Cheng, Tingting & Xing, Shuo & Yao, Wenying, 2022. "An examination of herding behaviour of the Chinese mutual funds: A time-varying perspective," Pacific-Basin Finance Journal, Elsevier, vol. 74(C).
    35. Cui, Yueting & Gebka, Bartosz & Kallinterakis, Vasileios, 2019. "Do closed-end fund investors herd?," Journal of Banking & Finance, Elsevier, vol. 105(C), pages 194-206.
    36. Cai, Biqing & Cheng, Tingting & Yan, Cheng, 2018. "Time-varying skills (versus luck) in U.S. active mutual funds and hedge funds," Journal of Empirical Finance, Elsevier, vol. 49(C), pages 81-106.
    37. Antonakakis, Nikolaos & Chatziantoniou, Ioannis & Filis, George, 2013. "Dynamic co-movements of stock market returns, implied volatility and policy uncertainty," Economics Letters, Elsevier, vol. 120(1), pages 87-92.
    38. 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.
    39. Humayun Kabir, M. & Shakur, Shamim, 2018. "Regime-dependent herding behavior in Asian and Latin American stock markets," Pacific-Basin Finance Journal, Elsevier, vol. 47(C), pages 60-78.
    40. Vassilios Babalos & Stavros Stavroyiannis, 2015. "Herding, anti-herding behaviour in metal commodities futures: a novel portfolio-based approach," Applied Economics, Taylor & Francis Journals, vol. 47(46), pages 4952-4966, October.
    41. Han, Xing & Li, Kai & Li, Youwei, 2020. "Investor overconfidence and the security market line: New evidence from China," Journal of Economic Dynamics and Control, Elsevier, vol. 117(C).
    42. Balcilar, Mehmet & Demirer, Rıza & Hammoudeh, Shawkat, 2013. "Investor herds and regime-switching: Evidence from Gulf Arab stock markets," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 23(C), pages 295-321.
    43. Mouna Jlassi & Kamel Naoui, 2015. "Herding behaviour and market dynamic volatility: evidence from the US stock markets," American Journal of Finance and Accounting, Inderscience Enterprises Ltd, vol. 4(1), pages 70-91.
    44. Caglayan, Mustafa Onur & Hu, Yu & Xue, Wenjun, 2021. "Mutual fund herding and return comovement in Chinese equities," Pacific-Basin Finance Journal, Elsevier, vol. 68(C).
    45. Blake, David & Sarno, Lucio & Zinna, Gabriele, 2017. "The market for lemmings: The herding behavior of pension funds," Journal of Financial Markets, Elsevier, vol. 36(C), pages 17-39.
    46. 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.
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    More about this item

    Keywords

    Herding behavior; Stock markets; Time-varying coefficient model; Simulation;
    All these keywords.

    JEL classification:

    • C10 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - General
    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors

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