流量-业绩之谜:被动型和主动型 ETF 的启示

Hamed Yousefi, Mohammad Najand, Licheng Sun
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摘要

本研究以被动型和主动型交易所交易基金(ETF)为背景,检验了聪明资金假说和价格压力假说,研究了基金流量与后续业绩之间的关系。通过区分管理技能和非基本面需求冲击,我们发现了显著的正向流量-业绩关系,这对传统的仅仅归因于投资者技能来识别优秀基金管理的做法提出了挑战。通过汇总 5600 种股票的 ETF 所有权的每日变化,我们进一步开发了一种衡量个股流动冲击的方法。通过对 ETF 成分股的事件研究,我们进一步区分了来自聪明资金的价格压力的影响。通过包括法玛-法式行业投资组合和倾向得分匹配在内的稳健分析,我们的研究结果表明,投资者行为与市场动态之间存在微妙的互动关系,为有关基金流动对业绩影响的讨论做出了贡献。这项研究凸显了流动-业绩关系的复杂性及其对基金管理和投资策略的影响,为ETF领域基金业绩的驱动机制提供了新的见解。
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The flow‐performance puzzle: Insights from passive and active ETFs
This study examines the relationship between fund flows and subsequent performance, testing the smart money and price pressure hypotheses within the context of passive and active exchange‐traded funds (ETFs). By differentiating between managerial skill and non‐fundamental demand shocks, we uncover a significant positive flow‐performance relationship, challenging traditional attributions solely to investor skill in identifying superior fund management. We further develop a measure of flow shocks to individual stocks by aggregating daily changes in ETF ownership of 5600 stocks. An event study on ETF constituents further disentangles the effects of price pressure from smart money. Through robust analyses, including Fama–French industry portfolios and propensity score matching, our findings suggest a nuanced interaction between investor behaviour and market dynamics, contributing to the discourse on fund flows' impact on performance. This research highlights the complexity of the flow‐performance relationship and its implications for fund management and investment strategies, offering new insights into the mechanisms driving fund performance in the ETF landscape.
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