Herding Effect in Public Mutual Funds under Extreme Market Conditions: A Literature Review

Main Article Content

Jiayu Zhou
School of Economics and Management, South China Normal University, Guangzhou 510006, China

DOI: https://doi.org/10.70267/fer.v3n5.7591

Keywords

public mutual funds, herding effect, extreme market conditions, measurement methods

Abstract

The concentrated trading of public mutual funds may affect stock prices, liquidity and market stability. Identifying changes in herding behavior in extreme markets and their asymmetry helps to explain the relationship between institutional transactions and market volatility. The existing conclusions are influenced by the definition of behavior, measurement methods and market-state classification, which motivates this analytical literature review. This study compares what the LSV, Wermers and Sias methods identify and what data they require, examines formation mechanisms in relation to information learning, career concerns, relative performance and fund flows, and compares international evidence and research on Chinese public mutual funds along three dimensions: market conditions, trading direction and market pressure. The analysis shows that contemporaneous concentration, directional differences and intertemporal following belong to different measurement dimensions, and the results cannot be directly compared. Changes in herding behavior under extreme market conditions depend on the information environment, transaction constraints and fund characteristics, and common transactions cannot directly prove intentional imitation. Future research should match the market conditions and data frequency, compare different indicators under a unified sample, and identify the source of behavior and market consequences in combination with fund flows, institutional changes and price performance over multiple horizons.

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References

  • [1]Lakonishok, J., Shleifer, A., & Vishny, R. W. (1992). The impact of institutional trading on stock prices. Journal of Financial Economics, 32(1), 23–43. https://doi.org/10.1016/0304-405X(92)90023-Q
  • [2]Wermers, R. (1999). Mutual fund herding and the impact on stock prices. The Journal of Finance, 54(2), 581–622. https://doi.org/10.1111/0022-1082.00118
  • [3]Sias, R. W. (2004). Institutional herding. The Review of Financial Studies, 17(1), 165–206. https://doi.org/10.1093/rfs/hhg035
  • [4]Caglayan, M. O., Hu, Y., & Xue, W. (2021). Mutual fund herding and return comovement in Chinese equities. Pacific-Basin Finance Journal, 68, 101599. https://doi.org/10.1016/j.pacfin.2021.101599
  • [5]Xue, W., He, Z., & Hu, Y. (2023). The destabilizing effect of mutual fund herding: Evidence from China. International Review of Financial Analysis, 88, 102611. https://doi.org/10.1016/j.irfa.2023.102611
  • [6]Fan, Y., Song, Q., Guan, R., Ly, K. C., & Jiang, Y. (2024). Mutual fund herding and performance: Evidence from China. International Review of Financial Analysis, 95, 103503. https://doi.org/10.1016/j.irfa.2024.103503
  • [7]Devenow, A., & Welch, I. (1996). Rational herding in financial economics. European Economic Review, 40(3–5), 603–615. https://doi.org/10.1016/0014-2921(95)00073-9
  • [8]Wylie, S. (2005). Fund manager herding: A test of the accuracy of empirical results using U.K. data. The Journal of Business, 78(1), 381–403. https://doi.org/10.1086/426529
  • [9]Grinblatt, M., Titman, S., & Wermers, R. (1995). Momentum investment strategies, portfolio performance, and herding: A study of mutual fund behavior. American Economic Review, 85(5), 1088–1105.
  • [10]Borensztein, E., & Gelos, R. G. (2003). A panic-prone pack? The behavior of emerging market mutual funds. IMF Staff Papers, 50(1), 43–63. https://doi.org/10.2307/4149947
  • [11]Voronkova, S., & Bohl, M. T. (2005). Institutional traders’ behavior in an emerging stock market: Empirical evidence on Polish pension fund investors. Journal of Business Finance & Accounting, 32(7–8), 1537–1560. https://doi.org/10.1111/j.0306-686X.2005.00639.x
  • [12]Choe, H., Kho, B. C., & Stulz, R. M. (1999). Do foreign investors destabilize stock markets? The Korean experience in 1997. Journal of Financial Economics, 54(2), 227–264. https://doi.org/10.1016/S0304-405X(99)00037-9
  • [13]Kim, W., & Wei, S. J. (2002). Foreign portfolio investors before and during a crisis. Journal of International Economics, 56(1), 77–96. https://doi.org/10.1016/S0022-1996(01)00109-X
  • [14]Walter, A., & Weber, F. M. (2006). Herding in the German mutual fund industry. European Financial Management, 12(3), 375–406. https://doi.org/10.1111/j.1354-7798.2006.00325.x
  • [15]Bikhchandani, S., & Sharma, S. (2000). Herd behavior in financial markets. IMF Staff Papers, 47(3), 279–310. https://doi.org/10.2307/3867650
  • [16]Frey, S., Herbst, P., & Walter, A. (2014). Measuring mutual fund herding: A structural approach. Journal of International Financial Markets, Institutions and Money, 32, 219–239. https://doi.org/10.1016/j.intfin.2014.05.006
  • [17]Lobão, J., & Serra, A. P. (2007). Herding behavior: Evidence from Portuguese mutual funds. In G. N. Gregoriou (Ed.), Diversification and portfolio management of mutual funds (pp. 167–197). Palgrave Macmillan. https://doi.org/10.1057/9780230626508_8
  • [18]Brown, N. C., Wei, K. D., & Wermers, R. (2014). Analyst recommendations, mutual fund herding, and overreaction in stock prices. Management Science, 60(1), 1–20. https://doi.org/10.1287/mnsc.2013.1751
  • [19]Cai, F., Han, S., Li, D., & Li, Y. (2019). Institutional herding and its price impact: Evidence from the corporate bond market. Journal of Financial Economics, 131(1), 139–167. https://doi.org/10.1016/j.jfineco.2018.07.012
  • [20]Choi, N., & Sias, R. W. (2009). Institutional industry herding. Journal of Financial Economics, 94(3), 469–491. https://doi.org/10.1016/j.jfineco.2008.12.009
  • [21]Hung, W., Lu, C.-C., & Lee, C. F. (2010). Mutual fund herding and its impact on stock returns: Evidence from the Taiwan stock market. Pacific-Basin Finance Journal, 18(5), 477–493. https://doi.org/10.1016/j.pacfin.2010.06.001
  • [22]Celiker, U., Chowdhury, J., & Sonaer, G. (2015). Do mutual funds herd in industries? Journal of Banking & Finance, 52, 1–16. https://doi.org/10.1016/j.jbankfin.2014.11.006
  • [23]Raddatz, C., & Schmukler, S. L. (2013). Deconstructing herding: Evidence from pension fund investment behavior. Journal of Financial Services Research, 43(1), 99–126. https://doi.org/10.1007/s10693-012-0155-x
  • [24]Kremer, S., & Nautz, D. (2013). Short-term herding of institutional traders: New evidence from the German stock market. European Financial Management, 19(4), 730–746. https://doi.org/10.1111/j.1468-036X.2011.00607.x
  • [25]Choi, N., & Skiba, H. (2015). Institutional herding in international markets. Journal of Banking & Finance, 55, 246–259. https://doi.org/10.1016/j.jbankfin.2015.02.002
  • [26]Blake, D., Sarno, L., & Zinna, G. (2017). The market for lemmings: The herding behavior of pension funds. Journal of Financial Markets, 36, 17–39. https://doi.org/10.1016/j.finmar.2017.03.001
  • [27]Dasgupta, A., Prat, A., & Verardo, M. (2011). Institutional trade persistence and long-term equity returns. The Journal of Finance, 66(2), 635–653. https://doi.org/10.1111/j.1540-6261.2010.01644.x
  • [28]Kremer, S., & Nautz, D. (2013). Causes and consequences of short-term institutional herding. Journal of Banking & Finance, 37(5), 1676–1686. https://doi.org/10.1016/j.jbankfin.2012.12.006
  • [29]Hirshleifer, D., & Teoh, S. H. (2003). Herd behaviour and cascading in capital markets: A review and synthesis. European Financial Management, 9(1), 25–66. https://doi.org/10.1111/1468-036X.00207
  • [30]Christie, W. G., & Huang, R. D. (1995). Following the Pied Piper: Do individual returns herd around the market? Financial Analysts Journal, 51(4), 31–37. https://doi.org/10.2469/faj.v51.n4.1918
  • [31]Chang, E. C., Cheng, J. W., & Khorana, A. (2000). An examination of herd behavior in equity markets: An international perspective. Journal of Banking & Finance, 24(10), 1651–1679. https://doi.org/10.1016/S0378-4266(99)00096-5
  • [32]Nofsinger, J. R., & Sias, R. W. (1999). Herding and feedback trading by institutional and individual investors. The Journal of Finance, 54(6), 2263–2295. https://doi.org/10.1111/0022-1082.00188
  • [33]Banerjee, A. V. (1992). A simple model of herd behavior. The Quarterly Journal of Economics, 107(3), 797–817. https://doi.org/10.2307/2118364
  • [34]Bikhchandani, S., Hirshleifer, D., & Welch, I. (1992). A theory of fads, fashion, custom, and cultural change as informational cascades. Journal of Political Economy, 100(5), 992–1026. https://doi.org/10.1086/261849
  • [35]Avery, C., & Zemsky, P. (1998). Multidimensional uncertainty and herd behavior in financial markets. American Economic Review, 88(4), 724–748.
  • [36]Froot, K. A., Scharfstein, D. S., & Stein, J. C. (1992). Herd on the street: Informational inefficiencies in a market with short-term speculation. The Journal of Finance, 47(4), 1461–1484. https://doi.org/10.1111/j.1540-6261.1992.tb04665.x
  • [37]Scharfstein, D. S., & Stein, J. C. (1990). Herd behavior and investment. American Economic Review, 80(3), 465–479.
  • [38]Chevalier, J., & Ellison, G. (1999). Career concerns of mutual fund managers. The Quarterly Journal of Economics, 114(2), 389–432. https://doi.org/10.1162/003355399556034
  • [39]Dasgupta, A., Prat, A., & Verardo, M. (2011). The price impact of institutional herding. The Review of Financial Studies, 24(3), 892–925. https://doi.org/10.1093/rfs/hhq137
  • [40]Sirri, E. R., & Tufano, P. (1998). Costly search and mutual fund flows. The Journal of Finance, 53(5), 1589–1622. https://doi.org/10.1111/0022-1082.00066
  • [41]Chevalier, J., & Ellison, G. (1997). Risk taking by mutual funds as a response to incentives. Journal of Political Economy, 105(6), 1167–1200. https://doi.org/10.1086/516389
  • [42]Brown, K. C., Harlow, W. V., & Starks, L. T. (1996). Of tournaments and temptations: An analysis of managerial incentives in the mutual fund industry. The Journal of Finance, 51(1), 85–110. https://doi.org/10.1111/j.1540-6261.1996.tb05203.x
  • [43]Basak, S., Pavlova, A., & Shapiro, A. (2007). Optimal asset allocation and risk shifting in money management. The Review of Financial Studies, 20(5), 1583–1621. https://doi.org/10.1093/rfs/hhm026
  • [44]Falkenstein, E. G. (1996). Preferences for stock characteristics as revealed by mutual fund portfolio holdings. The Journal of Finance, 51(1), 111–135. https://doi.org/10.1111/j.1540-6261.1996.tb05204.x
  • [45]Barberis, N., & Shleifer, A. (2003). Style investing. Journal of Financial Economics, 68(2), 161–199. https://doi.org/10.1016/S0304-405X(03)00064-3
  • [46]Cremers, K. J. M., & Petajisto, A. (2009). How active is your fund manager? A new measure that predicts performance. The Review of Financial Studies, 22(9), 3329–3365. https://doi.org/10.1093/rfs/hhp057
  • [47]Kacperczyk, M., Sialm, C., & Zheng, L. (2005). On the industry concentration of actively managed equity mutual funds. The Journal of Finance, 60(4), 1983–2011. https://doi.org/10.1111/j.1540-6261.2005.00785.x
  • [48]Tan, L., Chiang, T. C., Mason, J. R., & Nelling, E. (2008). Herding behavior in Chinese stock markets: An examination of A and B shares. Pacific-Basin Finance Journal, 16(1–2), 61–77. https://doi.org/10.1016/j.pacfin.2007.04.004
  • [49]Hwang, S., & Salmon, M. (2004). Market stress and herding. Journal of Empirical Finance, 11(4), 585–616. https://doi.org/10.1016/j.jempfin.2004.04.003
  • [50]Edelen, R. M. (1999). Investor flows and the assessed performance of open-end mutual funds. Journal of Financial Economics, 53(3), 439–466. https://doi.org/10.1016/S0304-405X(99)00028-8
  • [51]Coval, J., & Stafford, E. (2007). Asset fire sales (and purchases) in equity markets. Journal of Financial Economics, 86(2), 479–512. https://doi.org/10.1016/j.jfineco.2006.09.007
  • [52]Chen, Q., Goldstein, I., & Jiang, W. (2010). Payoff complementarities and financial fragility: Evidence from mutual fund outflows. Journal of Financial Economics, 97(2), 239–262. https://doi.org/10.1016/j.jfineco.2010.03.016
  • [53]Greenwood, R., & Thesmar, D. (2011). Stock price fragility. Journal of Financial Economics, 102(3), 471–490. https://doi.org/10.1016/j.jfineco.2011.06.003
  • [54]Lou, D. (2012). A flow-based explanation for return predictability. The Review of Financial Studies, 25(12), 3457–3489. https://doi.org/10.1093/rfs/hhs103
  • [55]Dennis, P. J., & Strickland, D. (2002). Who blinks in volatile markets, individuals or institutions? The Journal of Finance, 57(5), 1923–1949. https://doi.org/10.1111/0022-1082.00484
  • [56]Deng, X., Hung, S. M., & Qiao, Z. (2018). Mutual fund herding and stock price crashes. Journal of Banking & Finance, 94, 166–184. https://doi.org/10.1016/j.jbankfin.2018.07.014
  • [57]Huo, X., Liu, X., & Zheng, W. (2023). The term structure of mutual fund herding. European Financial Management, 29(3), 901–929. https://doi.org/10.1111/eufm.12379
  • [58]Feng, L., & Xiang, C. (2023). Short-selling and mutual fund herding: The Chinese evidence. Finance Research Letters, 52, 103517. https://doi.org/10.1016/j.frl.2022.103517
  • [59]Bohl, M. T., Klein, A. C., & Siklos, P. L. (2014). Short-selling bans and institutional investors' herding behaviour: Evidence from the global financial crisis. International Review of Financial Analysis, 33, 262–269. https://doi.org/10.1016/j.irfa.2014.03.004
  • [60]Wang, H., Li, S., & Ma, Y. (2021). Herding in open-end funds: Evidence from China. The North American Journal of Economics and Finance, 57, 101417. https://doi.org/10.1016/j.najef.2021.101417
  • [61]Zhao, Y., Xiang, C., & Cai, W. (2021). Stock market liberalization and institutional herding: Evidence from the Shanghai-Hong Kong and Shenzhen-Hong Kong Stock Connects. Pacific-Basin Finance Journal, 69, 101643. https://doi.org/10.1016/j.pacfin.2021.101643
  • [62]Quan, X., Xiang, C., Li, D., & Tan, K. J. K. (2023). To see is to believe: Corporate site visits and mutual fund herding. Financial Management, 52(4), 711–740. https://doi.org/10.1111/fima.12421
  • [63]Shen, Y., Mao, X., & Liu, Y. (2024). Alumni network, mutual fund herding and information spillover: Evidence from China. Pacific-Basin Finance Journal, 83, 102265. https://doi.org/10.1016/j.pacfin.2024.102265
  • [64]Wang, L., & Xiong, X. (2022). The impact of herding behaviour of Chinese securities investment funds on firm value: The mediating effects of stock price informativeness and agency cost. Applied Economics Letters, 29(14), 1248–1255. https://doi.org/10.1080/13504851.2021.1923633
  • [65]Jiang, H., & Verardo, M. (2018). Does herding behavior reveal skill? An analysis of mutual fund performance. The Journal of Finance, 73(5), 2229–2269. https://doi.org/10.1111/jofi.12699

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Oct 29, 2026
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Vol. 3 No. 5 (2026)
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Zhou, J. (2026). Herding Effect in Public Mutual Funds under Extreme Market Conditions: A Literature Review. Financial Economics Research, 3(5), 75-91. https://doi.org/10.70267/fer.v3n5.7591