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金融研究  2026, Vol. 547 Issue (1): 170-188    
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基金持股、业绩联动与“基金—基民”绩效差异
李茂林, 徐明扬, 李逸飞
Fund Holdings,Performance Comovement and Fund-Investor Performance Gap
LI Maolin, XU Mingyang, LI Yifei
School of Economics, Fudan University;
Management World Magazine
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摘要 促进资本市场健康稳定可持续发展需要不断增强市场主体的获得感。近年来基金和基民之间的绩效差异受到广泛关注,学界和业界主要将其归因于投资者的非理性行为。本文则从基金持股这一交易行为出发,为理解“基金—基民”绩效差异提供了市场供给侧视角的新解释。采用中国2007—2022年公募基金净值和持股数据,利用复杂网络技术,发现中国基金市场长期存在持股集聚和业绩联动现象。在此基础上构建具有差异化的基金经理与理性投资者的博弈模型,结合实证检验发现:基金之间的持股集聚会形成业绩联动现象,对于从历史业绩中提取基金能力信号的投资者,业绩联动会干扰其对基金历史业绩的学习过程,从而导致基金资金流和基金能力发生错配,最终扩大了基金和投资者之间的绩效差异。此外,本文还发现对共享信息的依赖和羊群行为是基金持股模仿的主要方式,持股集聚形成的业绩联动因基金风险收益特征大小呈“U形”特征,并在整个联动网络内表现出局部扩散和全局扩散效应。
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李茂林
徐明扬
李逸飞
关键词:  基金持股  业绩联动  复杂网络  基金投资者    
Summary:  Public mutual funds not only fulfill the function of value discovery and creation in the secondary market, but also serve as an important vehicle for Chinese residents to achieve common prosperity by obtaining property income through capital market participation. However, in recent years, both academia and industry have found a significant performance gap between funds and fund investors in the fund market. Explaining the performance gap of fund investors is of great significance for further optimizing the capital market's institutional mechanisms and achieving healthy accumulation of national wealth.
Existing research mainly explains the fund-investor performance gap from the perspective of investors' own behavioral biases, arguing that investors' performance-chasing behavior of buying high and selling low is the main reason for their lower performance. This paper argues that fund managers' trading behavior is also an important cause of this phenomenon. Even if investors possess sufficient rationality, the performance comovement formed by funds imitating each other's holdings will weaken investors' learning ability and reduce their performance.
Based on this idea, this paper constructs a multi-period game model that includes heterogeneous fund abilities and rational investors, starting from fund managers' trading behavior under the assumption of investor rationality. In the model, low-ability fund managers may adopt imitation strategies, following the positions of high-ability funds, thereby generating holding concentration and performance comovement. Although fund investors can rationally learn from funds' historical performance and infer fund ability, such imitation-induced performance comovement dilutes the information content embedded in historical performance. This leads to a mismatch between fund capital flows and fund ability, ultimately creating a performance gap between funds and investors.
To test the above logic, this paper uses daily historical performance data and quarterly holdings data of actively managed Chinese funds from 2007 to 2022 from CSMAR, and constructs performance-comovement networks and portfolio-holdings networks based on Jaccard distance between funds. Based on funds' positions in the holding network and performance comovement network, combined with fund capital flow and investor performance data, the paper finds: First, the holding network between funds creates performance comovement, and for funds with lower ability, the performance comovement caused by holding imitation is more intense when the market transitions to a stable period. Second, the performance comovement formed through the holdings network reduces fund investors' learning ability, manifested as a diminished convexity in the flow-performance relationship. Finally, due to the weakening of investors' learning ability, low-ability funds obtain more future capital inflows through performance comovement, causing a mismatch between fund capital flows and ability, ultimately widening the performance gap between funds and investors. This evidence effectively supports the paper's argument. In addition, the paper also conducts an in-depth analysis of the heterogeneous characteristics and transmission mechanisms of performance comovement from the perspectives of risk-return characteristics, network diffusion effects, and sources of holding concentration.
The potential marginal contributions of this paper are: First, in terms of research perspective, this paper starts from fund trading on the market supply side and provides a new explanation for the fund-investor performance gap, providing a complementary micro-mechanism explanation to existing research. Second, asset return comovement is a core issue in securities portfolio theory, but existing research mainly focuses on stock and bond markets in developed countries such as Europe and the United States. This paper supplements the understanding of asset return comovement from a fund perspective. Third, this paper has important policy implications for strengthening financial regulation and building a high-quality capital market.
Keywords:  Fund Holdings    Performance Comovement    Complex Networks    Fund Investors
JEL分类号:  G11   G23  
基金资助: *本文感谢国家社科基金重大项目(24&ZD071)和国家社科基金重点项目(25AJL017)的资助。感谢匿名审稿人的宝贵建议,文责自负。
通讯作者:  李逸飞,经济学博士,研究员,管理世界杂志社,E-mail:liyfphd@alu.ruc.edu.cn.   
作者简介:  李茂林,博士研究生,复旦大学经济学院,E-mail:mlli22@m.fudan.edu.cn.
徐明扬,博士研究生,复旦大学经济学院,E-mail:22110680049@m.fudan.edu.cn.
引用本文:    
李茂林, 徐明扬, 李逸飞. 基金持股、业绩联动与“基金—基民”绩效差异[J]. 金融研究, 2026, 547(1): 170-188.
LI Maolin, XU Mingyang, LI Yifei. Fund Holdings,Performance Comovement and Fund-Investor Performance Gap. Journal of Financial Research, 2026, 547(1): 170-188.
链接本文:  
http://www.jryj.org.cn/CN/  或          http://www.jryj.org.cn/CN/Y2026/V547/I1/170
[1] 陈胜蓝和李璟,2021,《基金网络能够提高投资绩效吗?》,《金融研究》第6期,第170~188页。
[2] 寇宗来、毕睿罡和陈晓波,2020,《基金业绩如何影响风格漂移和经理离职?——理论与经验分析》,《金融研究》第9期,第172~189页。
[3] 李凤、吴卫星、李东平和路晓蒙,2023,《投资者教育发挥作用了吗?——来自公募基金个人投资者调查数据的证据》,《金融研究》第1期,第150~168页。
[4] 林兟、何为和余剑峰,2022,《基于相关性调整的公募基金管理能力度量》,《管理科学学报》第11期,第109~126页。
[5] 刘洋溢、廖妮和罗荣华,2022,《基金赚钱、基民不赚钱:业绩持续性感知与基金投资者行为》,《中国工业经济》第2期,第156~174页。
[6] 罗荣华、田正磊和方红艳,2020,《“和而不群”还是“卓尔不群”?——基于基金网络信息使用的视角》,《金融研究》第8期,第188~206页。
[7] 田正磊、刘洋溢和罗荣华,2023,《行业集中与风格均衡:双向助力基金价值创造》,《管理世界》第11期,第94~125页。
[8] 王辉、宁炜和陈旭,2024,《数字化平台营销与投资者利益——基于基金管理人视角》,《管理世界》第3期,第205~225页。
[9] Antón, M. and C. Polk, 2014. “Connected Stocks”, The Journal of Finance, 69(3), pp.1099~1127.
[10] Barber B M, X Huang, and T. Odean, 2016. “Which Factors Matter to Investors? Evidence From Mutual Fund Flows”, The Review of Financial Studies, 29(10), pp.2600~2642.
[11] Barberis, N., A. Shleifer, and J. Wurgler, 2005. “Comovement”, Journal of Financial Economics, 75(2), pp.283~317.
[12] Ben-David, I., J. Li, A. Rossi, and Y. Song, 2022. “What Do Mutual Fund Investors Really Care About?”, The Review of Financial Studies, 35(4), pp.1723~1774.
[13] Berk, J.B. and R.C. Green, 2004. “Mutual Fund Flows and Performance in Rational Markets”, Journal of Political Economy, 112(6), pp.1269~1295.
[14] Berk, J.B. and J.H. Van Binsbergen, 2016. “Assessing Asset Pricing Models Using Revealed Preference”, Journal of Financial Economics, 119(1), pp.1~23.
[15] Chen, H., V. Singal, and R.F. Whitelaw, 2016. “Comovement Revisited”, Journal of Financial Economics, 121(3), pp.624~644.
[16] Fricke, D. and H. Wilke, 2023. “Connected Funds”, The Review of Financial Studies, 36(11), pp.4546~4587.
[17] Friesen, G.C. and T.R.A. Sapp, 2007. “Mutual Fund Flows and Investor Returns: An Empirical Examination of Fund Investor Timing Ability”, Journal of Banking & Finance, 31(9), pp.2796~2816.
[18] Irvine, P., J.H. (John) Kim, and J. Ren, 2024. “The Beta Anomaly and Mutual Fund Performance”, Management Science, 70(1), pp.143~163.
[19] Song Y., 2020. “The Mismatch Between Mutual Fund Scale and Skill”, The Journal of Finance, 75(5), pp.2555~2589.
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