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How do investors trust mutual funds in cliques: Case in China

Author

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  • Liu, Xiaojun
  • Ouyang, Hongbing
  • Chen, Jingqi

Abstract

We study how investors' beliefs respond to fund cliques and how they adapt capital allocation across funds in the cliques. Using holdings-based fund network identification, we demonstrate that fund flows are significantly predicted by both a fund's past performance and the performance of other funds within its clique, revealing systematic cross-fund learning. Investors exhibit sophistication in this process: they preferentially reference clique peers when their focal fund holds peripheral network status (low centrality) and respond to indirect connections beyond direct ties. Critically, while capital flows directionally align with performance signals (validating partial rationality), investors under-withdraw from underperforming clique funds due to risk aversion constraints specific to China's market. Our findings illuminate a stability-efficiency tradeoff: clique-driven capital allocation enhances returns but exacerbates agglomeration risks, highlighting the need for regulators to monitor network aggregation as a systemic vulnerability indicator for emerging markets.

Suggested Citation

  • Liu, Xiaojun & Ouyang, Hongbing & Chen, Jingqi, 2025. "How do investors trust mutual funds in cliques: Case in China," Pacific-Basin Finance Journal, Elsevier, vol. 93(C).
  • Handle: RePEc:eee:pacfin:v:93:y:2025:i:c:s0927538x25002185
    DOI: 10.1016/j.pacfin.2025.102881
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    as
    1. Lauren Cohen & Andrea Frazzini & Christopher Malloy, 2010. "Sell‐Side School Ties," Journal of Finance, American Finance Association, vol. 65(4), pages 1409-1437, August.
    2. Joseph Chen & Harrison Hong & Ming Huang & Jeffrey D. Kubik, 2004. "Does Fund Size Erode Mutual Fund Performance? The Role of Liquidity and Organization," American Economic Review, American Economic Association, vol. 94(5), pages 1276-1302, December.
    3. Francesco Franzoni & Martin C. Schmalz, 2017. "Fund Flows and Market States," The Review of Financial Studies, Society for Financial Studies, vol. 30(8), pages 2621-2673.
    4. Brad M. Barber & Xing Huang & Terrance Odean, 2016. "Which Factors Matter to Investors? Evidence from Mutual Fund Flows," The Review of Financial Studies, Society for Financial Studies, vol. 29(10), pages 2600-2642.
    5. Fama, Eugene F. & French, Kenneth R., 2015. "A five-factor asset pricing model," Journal of Financial Economics, Elsevier, vol. 116(1), pages 1-22.
    6. Nerissa C. Brown & Kelsey D. Wei & Russ Wermers, 2014. "Analyst Recommendations, Mutual Fund Herding, and Overreaction in Stock Prices," Management Science, INFORMS, vol. 60(1), pages 1-20, January.
    7. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    8. William N. Goetzmann & Nadav Peles, 1997. "Cognitive Dissonance And Mutual Fund Investors," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 20(2), pages 145-158, June.
    9. Michael S. Haigh & John A. List, 2005. "Do Professional Traders Exhibit Myopic Loss Aversion? An Experimental Analysis," Journal of Finance, American Finance Association, vol. 60(1), pages 523-534, February.
    10. Edwin J. Elton & Martin J. Gruber & Christopher R. Blake, 2012. "Does Mutual Fund Size Matter? The Relationship Between Size and Performance," The Review of Asset Pricing Studies, Society for Financial Studies, vol. 2(1), pages 31-55.
    11. Lu Zheng, 1999. "Is Money Smart? A Study of Mutual Fund Investors' Fund Selection Ability," Journal of Finance, American Finance Association, vol. 54(3), pages 901-933, June.
    12. Evans, Richard Burtis & Prado, Melissa Porras & Zambrana, Rafael, 2020. "Competition and cooperation in mutual fund families," Journal of Financial Economics, Elsevier, vol. 136(1), pages 168-188.
    13. Anthony W. Lynch & David K. Musto, 2003. "How Investors Interpret Past Fund Returns," Journal of Finance, American Finance Association, vol. 58(5), pages 2033-2058, October.
    14. James Heckman, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    15. Bajo, Emanuele & Croci, Ettore & Marinelli, Nicoletta, 2020. "Institutional investor networks and firm value," Journal of Business Research, Elsevier, vol. 112(C), pages 65-80.
    16. repec:bla:jfinan:v:59:y:2004:i:1:p:261-288 is not listed on IDEAS
    17. Diane Del Guercio & Jonathan Reuter, 2014. "Mutual Fund Performance and the Incentive to Generate Alpha," Journal of Finance, American Finance Association, vol. 69(4), pages 1673-1704, August.
    18. Bruno Biais & Martin Weber, 2009. "Hindsight Bias, Risk Perception, and Investment Performance," Management Science, INFORMS, vol. 55(6), pages 1018-1029, June.
    19. Ali Hortaçsu & Chad Syverson, 2004. "Product Differentiation, Search Costs, and Competition in the Mutual Fund Industry: A Case Study of S&P 500 Index Funds," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(2), pages 403-456.
    20. Deng, Xin & Hung, Shengmin & Qiao, Zheng, 2018. "Mutual fund herding and stock price crashes," Journal of Banking & Finance, Elsevier, vol. 94(C), pages 166-184.
    21. Kim, Hugh Hoikwang & Maurer, Raimond & Mitchell, Olivia S., 2016. "Time is money: Rational life cycle inertia and the delegation of investment management," Journal of Financial Economics, Elsevier, vol. 121(2), pages 427-447.
    22. Francesco A. Franzoni & Martin C. Schmalz, 2013. "Fund Flows and Market States," Swiss Finance Institute Research Paper Series 13-41, Swiss Finance Institute, revised Jun 2017.
    23. Vikram Nanda, 2004. "Family Values and the Star Phenomenon: Strategies of Mutual Fund Families," The Review of Financial Studies, Society for Financial Studies, vol. 17(3), pages 667-698.
    24. repec:bla:jfinan:v:53:y:1998:i:5:p:1589-1622 is not listed on IDEAS
    25. Zhu, Min, 2018. "Informative fund size, managerial skill, and investor rationality," Journal of Financial Economics, Elsevier, vol. 130(1), pages 114-134.
    26. Yannis Bilias & Dimitris Georgarakos & Michael Haliassos, 2010. "Portfolio Inertia and Stock Market Fluctuations," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 42(4), pages 715-742, June.
    27. Cesare Fracassi, 2017. "Corporate Finance Policies and Social Networks," Management Science, INFORMS, vol. 63(8), pages 2420-2438, August.
    28. Crane, Alan D. & Koch, Andrew & Michenaud, Sébastien, 2019. "Institutional investor cliques and governance," Journal of Financial Economics, Elsevier, vol. 133(1), pages 175-197.
    29. Chevalier, Judith & Ellison, Glenn, 1997. "Risk Taking by Mutual Funds as a Response to Incentives," Journal of Political Economy, University of Chicago Press, vol. 105(6), pages 1167-1200, December.
    30. José‐Miguel Gaspar & Massimo Massa & Pedro Matos, 2006. "Favoritism in Mutual Fund Families? Evidence on Strategic Cross‐Fund Subsidization," Journal of Finance, American Finance Association, vol. 61(1), pages 73-104, February.
    31. Casavecchia, Lorenzo & Ge, Chanyuan, 2019. "Jack of all trades versus specialists: Fund family specialization and mutual fund performance," International Review of Financial Analysis, Elsevier, vol. 63(C), pages 69-85.
    32. Jennifer Huang & Kelsey D. Wei & Hong Yan, 2022. "Investor learning and mutual fund flows," Financial Management, Financial Management Association International, vol. 51(3), pages 739-765, September.
    33. Bailey, Warren & Kumar, Alok & Ng, David, 2011. "Behavioral biases of mutual fund investors," Journal of Financial Economics, Elsevier, vol. 102(1), pages 1-27, October.
    34. Santi, Caterina & Zwinkels, Remco C.J., 2023. "Exploring style herding by mutual funds," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 85(C).
    35. Joshua M. Pollet & Mungo Wilson, 2008. "How Does Size Affect Mutual Fund Behavior?," Journal of Finance, American Finance Association, vol. 63(6), pages 2941-2969, December.
    36. Jonathan B. Berk & Richard C. Green, 2004. "Mutual Fund Flows and Performance in Rational Markets," Journal of Political Economy, University of Chicago Press, vol. 112(6), pages 1269-1295, December.
    37. David P. Brown & Youchang Wu, 2016. "Mutual Fund Flows and Cross-Fund Learning within Families," Journal of Finance, American Finance Association, vol. 71(1), pages 383-424, February.
    38. Clemens Sialm & T. Mandy Tham, 2016. "Spillover Effects in Mutual Fund Companies," Management Science, INFORMS, vol. 62(5), pages 1472-1486, May.
    39. Bajo, Emanuele & Chemmanur, Thomas J. & Simonyan, Karen & Tehranian, Hassan, 2016. "Underwriter networks, investor attention, and initial public offerings," Journal of Financial Economics, Elsevier, vol. 122(2), pages 376-408.
    40. Frazzini, Andrea & Lamont, Owen A., 2008. "Dumb money: Mutual fund flows and the cross-section of stock returns," Journal of Financial Economics, Elsevier, vol. 88(2), pages 299-322, May.
    41. Darwin Choi & Bige Kahraman & Abhiroop Mukherjee, 2016. "Learning about Mutual Fund Managers," Journal of Finance, American Finance Association, vol. 71(6), pages 2809-2860, December.
    42. Christopher A Parsons & Riccardo Sabbatucci & Sheridan Titman, 2020. "Geographic Lead-Lag Effects," The Review of Financial Studies, Society for Financial Studies, vol. 33(10), pages 4721-4770.
    43. Jennifer Huang & Kelsey D. Wei & Hong Yan, 2007. "Participation Costs and the Sensitivity of Fund Flows to Past Performance," Journal of Finance, American Finance Association, vol. 62(3), pages 1273-1311, June.
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    JEL classification:

    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G40 - Financial Economics - - Behavioral Finance - - - General

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