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金融研究  2026, Vol. 548 Issue (2): 188-206    
  本期目录 | 过刊浏览 | 高级检索 |
指数基金是否稳定了股价?——来自断点回归的证据
申宇, 王博煊, 杨青青, 毛希林
Do Index Funds Stabilize Stock Prices?Evidence Based on Regression Discontinuity Design
SHEN Yu, WANG Boxuan, YANG Qingqing, MAO Xilin
School of Finance, Southwestern University of Finance and Economics;Hefei Xingtai Financial Holdings (Group) Co., Ltd.;Research and Development Center, Western Securities Co., Ltd.
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摘要 沪深300尾部股票与中证500头部股票的市值和基本面相似,但指数基金持股比例差异较大,本文以这两类指数成分股调整作为准自然实验,采用断点回归方法,探究指数基金持股对股票价格稳定性的影响。研究发现,指数基金持有沪深300尾部股票的比例显著高于中证500头部股票。同时,沪深300尾部股票的股价波动率、特质波动率、崩盘风险、跌停频率均显著降低,且该效应主要由断点附近指数基金持股差异所驱动,表明指数基金持股具有显著的股价稳定作用。进一步研究表明,沪深300尾部上市公司的年报与管理层语调更为谨慎、盈余操纵更低、股权质押比例更低,说明指数基金通过公司治理渠道稳定股价。此外,指数基金的股价稳定作用在牛市与熊市中存在一定差异。本文研究揭示了中国指数基金在资本市场运行中的作用机制,为机构投资者改善公司治理、推动资本市场健康发展提供了参考。
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申宇
王博煊
杨青青
毛希林
关键词:  指数基金  鸡头凤尾  断点回归  稳定股价    
Summary:  Passive investing has expanded rapidly across global markets, and China has undergone a similar transition. By 2023, the size of domestic index funds had grown nearly eightfold since 2010, with the number of funds rising from fewer than one hundred to more than one thousand. In the third quarter of 2024, equity holdings of index funds exceeded those of active funds for the first time. In this context, understanding whether index funds amplify or stabilize stock-price fluctuations in China has become a central question for both regulators and market participants.
Theoretically, index funds may influence price stability through competing channels. On the one hand, inclusion in major indices increases visibility and reduces the sensitivity of prices to short-term noise. On the other hand, as index-fund scale expands, large passive flows may reduce free-floating shares and create mechanical trading pressure during subscription and redemption cycles, potentially amplifying short-term volatility. Determining which effect dominates requires credible empirical identification.
This study exploits the institutional features of the CSI 300 and CSI 500 indices to construct a quasi-natural experiment. Index constituents are ranked by average total market capitalization, with semiannual adjustments that shift firms across a well-defined threshold. Near this cutoff, firms in the lower end of the CSI 300 and firms in the upper end of the CSI 500 share similar fundamentals, yet their index weights and index-fund ownership differ sharply due to index-tracking rules. This discontinuity provides a clean source of variation that allows us to identify the causal impact of index-fund ownership on price stability.
Using data from 2013 to 2020, we implement a fuzzy regression discontinuity design (RDD). The first-stage results reveal a sizable jump in index-fund ownership at the cutoff, with CSI 300 tail firms receiving substantially higher passive holdings. This “tail-head” pattern reflects China's market characteristics, including the dominance of large-cap index products and the smaller overall market scale. The second-stage estimates show that higher index-fund ownership significantly enhances price stability, reducing volatility, idiosyncratic volatility, return amplitude, downside tail risk, and limit-down events, while leaving limit-up events unchanged. These patterns indicate an asymmetric stabilizing effect that mainly suppresses extreme negative movements.
To uncover the mechanisms behind these patterns, we examine firms' information disclosure, managerial tone, earnings quality, and equity-pledging behavior. Firms with higher index-fund ownership exhibit more cautious narrative tone in annual reports, higher reporting quality, and lower reliance on equity pledging, suggesting that index funds improve internal governance and discipline managerial behavior. These improvements reduce firms' sensitivity to short-term sentiment shocks and strengthen the anchoring role of fundamentals in price formation. Additional analyses rule out alternative channels such as liquidity effects and active-fund rebalancing.
Further results show that the stabilizing effect persists across different market conditions. Index funds reduce price swings in both bull and bear markets, although the channels differ. In bull markets, the effect is more apparent in limiting excessive short-term movements, whereas in bear markets, it is more closely associated with mitigating crash risk and preventing panic-driven sell-offs.
This study makes several contributions. First, it provides the first systematic evidence on the unique “tail-head” ownership structure in China, revealing how the configuration of passive capital differs from that in developed markets. Second, moving beyond exchange-traded funds, it evaluates the comprehensive influence of index funds, on price stability, showing that passive ownership has long-term governance implications. Third, it identifies the governance channel as the primary mechanism through which index funds stabilize prices, supported by evidence on disclosure behavior, managerial tone, and earnings quality. Fourth, it offers new insights for policy design, particularly regarding the development of patient capital, the optimization of index-fund product structures, and the long-term stability of China's capital market.
The findings yield several policy recommendations. Strengthening long-horizon assessment frameworks, improving product-design and index-construction rules, and enhancing standards for disclosure, internal control, and risk management will help reinforce index funds' stabilizing function. At a broader level, increasing the share of long-term funds and improving investor structure can enhance market resilience and reduce the influence of short-term speculative trading. These implications align with current efforts to support the high-quality development of the public-fund industry and to promote the long-term healthy functioning of China's capital market.
Keywords:  Index Funds    Index-border Firms    Regression Discontinuity Design    Stabilizing Stock Prices
JEL分类号:  G12   G20   G34  
基金资助: *本文感谢教育部人文社科基金一般项目(24YJA790053)的资助。感谢匿名审稿人的宝贵意见,文责自负。
通讯作者:  杨青青,经济学博士,合肥兴泰金融控股(集团)有限公司金融研究所、中国科学技术大学管理学院,E-mail: yangqingqing_0118@163.com.   
作者简介:  申 宇,经济学博士,教授,西南财经大学金融学院,E-mail: shenyu2071@163.com.
王博煊,博士研究生,西南财经大学金融学院,E-mail: wangbxuan@126.com.
毛希林,经济学博士,西部证券股份有限公司研究发展中心,E-mail: maoxilin@hotmail.com.
引用本文:    
申宇, 王博煊, 杨青青, 毛希林. 指数基金是否稳定了股价?——来自断点回归的证据[J]. 金融研究, 2026, 548(2): 188-206.
SHEN Yu, WANG Boxuan, YANG Qingqing, MAO Xilin. Do Index Funds Stabilize Stock Prices?Evidence Based on Regression Discontinuity Design. Journal of Financial Research, 2026, 548(2): 188-206.
链接本文:  
http://www.jryj.org.cn/CN/  或          http://www.jryj.org.cn/CN/Y2026/V548/I2/188
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