IDEAS home Printed from https://ideas.repec.org/a/bla/finmgt/v52y2023i4p711-740.html
   My bibliography  Save this article

To see is to believe: Corporate site visits and mutual fund herding

Author

Listed:
  • Xiaofeng Quan
  • Cheng Xiang
  • Donghui Li
  • Kelvin Jui Keng Tan

Abstract

Using a unique data set of corporate site visits by mutual funds to Chinese firms listed on the Shenzhen Stock Exchange from 2013 to 2021, we find that firms with visits (more visits) are associated with lower mutual fund herding than those with no (fewer) visits. In addition, we demonstrate that mutual funds’ visits to a firm drive the change in their herding propensity by verifying hard information (e.g., the firm's technology, innovation, accounting, and finance information) and obtaining soft information (e.g., management's risk appetite, employee morale, and corporate culture). Furthermore, corporate site visits are found to strengthen herding's price impact without return reversals. Overall, our results are consistent with information cascade theory.

Suggested Citation

  • Xiaofeng Quan & Cheng Xiang & Donghui Li & Kelvin Jui Keng Tan, 2023. "To see is to believe: Corporate site visits and mutual fund herding," Financial Management, Financial Management Association International, vol. 52(4), pages 711-740, December.
  • Handle: RePEc:bla:finmgt:v:52:y:2023:i:4:p:711-740
    DOI: 10.1111/fima.12421
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/fima.12421
    Download Restriction: no

    File URL: https://libkey.io/10.1111/fima.12421?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Robert M. Bushman & Joseph D. Piotroski & Abbie J. Smith, 2004. "What Determines Corporate Transparency?," Journal of Accounting Research, Wiley Blackwell, vol. 42(2), pages 207-252, May.
    2. Andrew Koch, 2017. "Herd Behavior and Mutual Fund Performance," Management Science, INFORMS, vol. 63(11), pages 3849-3873, November.
    3. Yang, Jun & Lu, Jing & Xiang, Cheng, 2020. "Do disclosures of selective access improve market information acquisition fairness? Evidence from company visits in China," Journal of Corporate Finance, Elsevier, vol. 64(C).
    4. Bing Han & Dongmin Kong & Shasha Liu, 2018. "Do Analysts Gain an Informational Advantage by Visiting Listed Companies?," Contemporary Accounting Research, John Wiley & Sons, vol. 35(4), pages 1843-1867, December.
    5. 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.
    6. Kam C. Chan & Xuanyu Jiang & Donghui Wu & Nianhang Xu & Hong Zeng, 2020. "When Is the Client King? Evidence from Affiliated‐Analyst Recommendations in China's Split‐Share Reform," Contemporary Accounting Research, John Wiley & Sons, vol. 37(2), pages 1044-1072, June.
    7. Cai, Fang & Han, Song & Li, Dan & Li, Yi, 2019. "Institutional herding and its price impact: Evidence from the corporate bond market," Journal of Financial Economics, Elsevier, vol. 131(1), pages 139-167.
    8. Avery, Christopher & Zemsky, Peter, 1998. "Multidimensional Uncertainty and Herd Behavior in Financial Markets," American Economic Review, American Economic Association, vol. 88(4), pages 724-748, September.
    9. Qiang Cheng & Fei Du & Xin Wang & Yutao Wang, 2016. "Seeing is believing: analysts’ corporate site visits," Review of Accounting Studies, Springer, vol. 21(4), pages 1245-1286, December.
    10. Eugene Soltes, 2014. "Private Interaction Between Firm Management and Sell‐Side Analysts," Journal of Accounting Research, Wiley Blackwell, vol. 52(1), pages 245-272, March.
    11. Richard W. Sias, 2004. "Institutional Herding," Review of Financial Studies, Society for Financial Studies, vol. 17(1), pages 165-206.
    12. Russ Wermers, 1999. "Mutual Fund Herding and the Impact on Stock Prices," Journal of Finance, American Finance Association, vol. 54(2), pages 581-622, April.
    13. Kee H. Chung & Chairat Chuwonganant, 2023. "Tick size and price efficiency: Further evidence from the Tick Size Pilot Program," Financial Management, Financial Management Association International, vol. 52(3), pages 483-511, September.
    14. Joseph D. Piotroski & T. J. Wong & Tianyu Zhang, 2015. "Political Incentives to Suppress Negative Information: Evidence from Chinese Listed Firms," Journal of Accounting Research, Wiley Blackwell, vol. 53(2), pages 405-459, May.
    15. James A. Bennett, 2003. "Greener Pastures and the Impact of Dynamic Institutional Preferences," Review of Financial Studies, Society for Financial Studies, vol. 16(4), pages 1203-1238.
    16. Itzhak Venezia & Amrut Nashikkar & Zur Shapira, 2011. "Firm specific and macro herding by professional and amateur investors and their effects on market volatility," Discussion Paper Series dp586, The Federmann Center for the Study of Rationality, the Hebrew University, Jerusalem.
    17. Chen, Deqiu & Ma, Yujing & Martin, Xiumin & Michaely, Roni, 2022. "On the fast track: Information acquisition costs and information production," Journal of Financial Economics, Elsevier, vol. 143(2), pages 794-823.
    18. Bikhchandani, Sushil & Hirshleifer, David & Welch, Ivo, 1992. "A Theory of Fads, Fashion, Custom, and Cultural Change in Informational Cascades," Journal of Political Economy, University of Chicago Press, vol. 100(5), pages 992-1026, October.
    19. Welch, Ivo, 1992. "Sequential Sales, Learning, and Cascades," Journal of Finance, American Finance Association, vol. 47(2), pages 695-732, June.
    20. Grinblatt, Mark & Han, Bing, 2005. "Prospect theory, mental accounting, and momentum," Journal of Financial Economics, Elsevier, vol. 78(2), pages 311-339, November.
    21. Tan, Lin & Chiang, Thomas C. & Mason, Joseph R. & Nelling, Edward, 2008. "Herding behavior in Chinese stock markets: An examination of A and B shares," Pacific-Basin Finance Journal, Elsevier, vol. 16(1-2), pages 61-77, January.
    22. Nianhang Xu & Nian Li & Rongrong Xie & Kam C. Chan, 2022. "The power of the market over government officials: Evidence from an anticorruption campaign in China," Financial Management, Financial Management Association International, vol. 51(4), pages 995-1030, December.
    23. Zhou, Rhea Tingyu & Lai, Rose Neng, 2009. "Herding and information based trading," Journal of Empirical Finance, Elsevier, vol. 16(3), pages 388-393, June.
    24. Abhijit V. Banerjee, 1992. "A Simple Model of Herd Behavior," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(3), pages 797-817.
    25. Jiao, Yawen & Ye, Pengfei, 2014. "Mutual fund herding in response to hedge fund herding and the impacts on stock prices," Journal of Banking & Finance, Elsevier, vol. 49(C), pages 131-148.
    26. Froot, Kenneth A & Scharftstein, David S & Stein, Jeremy C, 1992. "Herd on the Street: Informational Inefficiencies in a Market with Short-Term Speculation," Journal of Finance, American Finance Association, vol. 47(4), pages 1461-1484, September.
    27. Amihud, Yakov & Hameed, Allaudeen & Kang, Wenjin & Zhang, Huiping, 2015. "The illiquidity premium: International evidence," Journal of Financial Economics, Elsevier, vol. 117(2), pages 350-368.
    28. Qiang Cheng & Fei Du & Brian Yutao Wang & Xin Wang, 2019. "Do Corporate Site Visits Impact Stock Prices?," Contemporary Accounting Research, John Wiley & Sons, vol. 36(1), pages 359-388, March.
    29. Shasha Liu & Yunhao Dai & Dongmin Kong, 2017. "Does It Pay to Communicate with Firms? Evidence from Firm Site Visits of Mutual Funds," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 44(5-6), pages 611-645, May.
    30. Hao Gao & Yuanyu Qu & Tao Shen, 2022. "Geographic proximity and price efficiency: Evidence from high‐speed railway connections between firms and financial centers," Financial Management, Financial Management Association International, vol. 51(1), pages 117-141, March.
    31. Falkenstein, Eric G, 1996. "Preferences for Stock Characteristics as Revealed by Mutual Fund Portfolio Holdings," Journal of Finance, American Finance Association, vol. 51(1), pages 111-135, March.
    32. Demirer, RIza & Kutan, Ali M., 2006. "Does herding behavior exist in Chinese stock markets?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 16(2), pages 123-142, April.
    33. Choi, Nicole & Skiba, Hilla, 2015. "Institutional herding in international markets," Journal of Banking & Finance, Elsevier, vol. 55(C), pages 246-259.
    34. Li, Wei & Rhee, Ghon & Wang, Steven Shuye, 2017. "Differences in herding: Individual vs. institutional investors," Pacific-Basin Finance Journal, Elsevier, vol. 45(C), pages 174-185.
    35. John R. Nofsinger & Richard W. Sias, 1999. "Herding and Feedback Trading by Institutional and Individual Investors," Journal of Finance, American Finance Association, vol. 54(6), pages 2263-2295, December.
    36. Galariotis, Emilios C. & Rong, Wu & Spyrou, Spyros I., 2015. "Herding on fundamental information: A comparative study," Journal of Banking & Finance, Elsevier, vol. 50(C), pages 589-598.
    37. 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.
    38. Choi, Nicole & Sias, Richard W., 2009. "Institutional industry herding," Journal of Financial Economics, Elsevier, vol. 94(3), pages 469-491, December.
    39. Matthias M M Buehlmaier & Toni M Whited, 2018. "Are Financial Constraints Priced? Evidence from Textual Analysis," Review of Financial Studies, Society for Financial Studies, vol. 31(7), pages 2693-2728.
    40. Obaid, Khaled & Pukthuanthong, Kuntara, 2022. "A picture is worth a thousand words: Measuring investor sentiment by combining machine learning and photos from news," Journal of Financial Economics, Elsevier, vol. 144(1), pages 273-297.
    41. Hao Jiang & Michela Verardo, 2018. "Does Herding Behavior Reveal Skill? An Analysis of Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 73(5), pages 2229-2269, October.
    42. Jiang, Xuanyu & Yuan, Qingbo, 2018. "Institutional investors' corporate site visits and corporate innovation," Journal of Corporate Finance, Elsevier, vol. 48(C), pages 148-168.
    43. Hirshleifer, David & Subrahmanyam, Avanidhar & Titman, Sheridan, 1994. "Security Analysis and Trading Patterns When Some Investors Receive Information before Others," Journal of Finance, American Finance Association, vol. 49(5), pages 1665-1698, December.
    44. David Solomon & Eugene Soltes, 2015. "What Are We Meeting For? The Consequences of Private Meetings with Investors," Journal of Law and Economics, University of Chicago Press, vol. 58(2), pages 325-355.
    45. José María Liberti & Mitchell A Petersen, 2019. "Information: Hard and Soft," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 8(1), pages 1-41.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Puput Tri Komalasari & Marwan Asri & Bernardinus M. Purwanto & Bowo Setiyono, 2022. "Herding behaviour in the capital market: What do we know and what is next?," Management Review Quarterly, Springer, vol. 72(3), pages 745-787, September.
    2. Li, Wei & Rhee, Ghon & Wang, Steven Shuye, 2017. "Differences in herding: Individual vs. institutional investors," Pacific-Basin Finance Journal, Elsevier, vol. 45(C), pages 174-185.
    3. Xue, Wenjun & He, Zhongzhi & Hu, Yu, 2023. "The destabilizing effect of mutual fund herding: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 88(C).
    4. Wang, Xinru & Kim, Maria H. & Suardi, Sandy, 2022. "Herding and China's market-wide circuit breaker," Journal of Banking & Finance, Elsevier, vol. 141(C).
    5. Choi, Nicole & Skiba, Hilla, 2015. "Institutional herding in international markets," Journal of Banking & Finance, Elsevier, vol. 55(C), pages 246-259.
    6. Yanan Li & Wenjun Wang, 2022. "Company visits and mutual fund performance: new evidence on managerial skills," Journal of Asset Management, Palgrave Macmillan, vol. 23(6), pages 504-521, October.
    7. Guney, Yilmaz & Kallinterakis, Vasileios & Komba, Gabriel, 2017. "Herding in frontier markets: Evidence from African stock exchanges," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 47(C), pages 152-175.
    8. Arjoon, Vaalmikki & Bhatnagar, Chandra Shekhar & Ramlakhan, Prakash, 2020. "Herding in the Singapore stock Exchange," Journal of Economics and Business, Elsevier, vol. 109(C).
    9. Cai, Fang & Han, Song & Li, Dan & Li, Yi, 2019. "Institutional herding and its price impact: Evidence from the corporate bond market," Journal of Financial Economics, Elsevier, vol. 131(1), pages 139-167.
    10. Hsieh, Shu-Fan & Chan, Chia-Ying & Wang, Ming-Chun, 2020. "Retail investor attention and herding behavior," Journal of Empirical Finance, Elsevier, vol. 59(C), pages 109-132.
    11. Marius Popescu & Zhaojin Xu, 2018. "Mutual fund herding and reputational concerns," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 42(3), pages 550-565, July.
    12. Andrikopoulos, Panagiotis & Gebka, Bartosz & Kallinterakis, Vasileios, 2021. "Regulatory mood-congruence and herding: Evidence from cannabis stocks," Journal of Economic Behavior & Organization, Elsevier, vol. 185(C), pages 842-864.
    13. 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).
    14. Zheng, Zhigang & Tang, Ke & Liu, Yaodong & Guo, Jie Michael, 2021. "Gender and herding," Journal of Empirical Finance, Elsevier, vol. 64(C), pages 379-400.
    15. Wang, Hailong & Hu, Duni, 2021. "Heterogeneous beliefs with herding behaviors and asset pricing in two goods world," The North American Journal of Economics and Finance, Elsevier, vol. 57(C).
    16. Zhao, Yuyang & Xiang, Cheng & Cai, Wenwu, 2021. "Stock market liberalization and institutional herding: Evidence from the Shanghai-Hong Kong and Shenzhen-Hong Kong Stock Connects," Pacific-Basin Finance Journal, Elsevier, vol. 69(C).
    17. Duygun, Meryem & Tunaru, Radu & Vioto, Davide, 2021. "Herding by corporates in the US and the Eurozone through different market conditions," Journal of International Money and Finance, Elsevier, vol. 110(C).
    18. I. Koetsier & J.A. Bikker, 2017. "Herding behaviour of Dutch pension funds in sovereign bond investments," Working Papers 17-15, Utrecht School of Economics.
    19. Oi-Ping Chong & A.N. Bany-Ariffin & Annuar Md Nassir & Junaina Muhammad, 2019. "An Empirical Study of Herding Behaviour in China’s A-Share and B-Share Markets: Evidence of Bidirectional Herding Activities," Capital Markets Review, Malaysian Finance Association, vol. 27(2), pages 37-57.
    20. Fei, Tianlun & Liu, Xiaoquan, 2021. "Herding and market volatility," International Review of Financial Analysis, Elsevier, vol. 78(C).

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:bla:finmgt:v:52:y:2023:i:4:p:711-740. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Wiley Content Delivery (email available below). General contact details of provider: https://edirc.repec.org/data/fmaaaea.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.