IDEAS home Printed from https://ideas.repec.org/a/eee/pacfin/v82y2023ics0927538x23002159.html
   My bibliography  Save this article

Do fund managers' tones predict future performance? Evidence from China

Author

Listed:
  • Liu, Xiaoming
  • Shen, Xieyang
  • Wang, Changyun
  • Zeng, Jianyu

Abstract

This paper examines the relationship between the fund managers' tones and future fund performance based on the Chinese mutual fund data. Using the textual analysis method to construct the tone measures of funds' periodic reports, we find that the tone in a fund report is a positive predictor of the fund performance. Funds with positive tones outperform those with negative tones by 2.4% per year on Fama-French three-factor alpha. Differences in fund managers' abilities drive this performance gap: Fund managers with positive tones have stronger stock-picking abilities. We also investigate the influencing factors of fund managers' tones and investors' reactions to managers' tones. Our findings suggest that the tones of funds' reports are informative for investors.

Suggested Citation

  • Liu, Xiaoming & Shen, Xieyang & Wang, Changyun & Zeng, Jianyu, 2023. "Do fund managers' tones predict future performance? Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 82(C).
    • Handle: RePEc:eee:pacfin:v:82:y:2023:i:c:s0927538x23002159
    DOI: 10.1016/j.pacfin.2023.102144
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0927538X23002159
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.pacfin.2023.102144?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Michael C. Jensen, 1968. "The Performance Of Mutual Funds In The Period 1945–1964," Journal of Finance, American Finance Association, vol. 23(2), pages 389-416, May.
    2. Yann Bramoullé & Habiba Djebbari & Bernard Fortin, 2020. "Peer Effects in Networks: A Survey," Annual Review of Economics, Annual Reviews, vol. 12(1), pages 603-629, August.
    3. Henriksson, Roy D & Merton, Robert C, 1981. "On Market Timing and Investment Performance. II. Statistical Procedures for Evaluating Forecasting Skills," The Journal of Business, University of Chicago Press, vol. 54(4), pages 513-533, October.
    4. Marcin Kacperczyk & Amit Seru, 2007. "Fund Manager Use of Public Information: New Evidence on Managerial Skills," Journal of Finance, American Finance Association, vol. 62(2), pages 485-528, April.
    5. Javier Gil‐Bazo & Pablo Ruiz‐Verdú, 2009. "The Relation between Price and Performance in the Mutual Fund Industry," Journal of Finance, American Finance Association, vol. 64(5), pages 2153-2183, October.
    6. Ferrell, Allen & Liang, Hao & Renneboog, Luc, 2016. "Socially responsible firms," Journal of Financial Economics, Elsevier, vol. 122(3), pages 585-606.
    7. repec:bla:jfinan:v:53:y:1998:i:5:p:1589-1622 is not listed on IDEAS
    8. Pastor, Lubos & Stambaugh, Robert F., 2003. "Liquidity Risk and Expected Stock Returns," Journal of Political Economy, University of Chicago Press, vol. 111(3), pages 642-685, June.
    9. Nils Jonathan Krakow & Timo Schäfer, 2020. "Mutual Funds and Risk Disclosure: Information Content of Fund Prospectuses," Swiss Finance Institute Research Paper Series 20-54, Swiss Finance Institute.
    10. 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.
    11. Paul C. Tetlock & Maytal Saar‐Tsechansky & Sofus Macskassy, 2008. "More Than Words: Quantifying Language to Measure Firms' Fundamentals," Journal of Finance, American Finance Association, vol. 63(3), pages 1437-1467, June.
    12. Fama, Eugene F. & French, Kenneth R., 2015. "A five-factor asset pricing model," Journal of Financial Economics, Elsevier, vol. 116(1), pages 1-22.
    13. Kim, Young Jun & Lee, Joonil & Lee, Su Jeong & Sunwoo, Hee-Yeon, 2017. "Do mutual funds exploit the accrual anomaly?: Korean evidence," Pacific-Basin Finance Journal, Elsevier, vol. 46(PB), pages 227-242.
    14. Jeremy C. Stein, 2002. "Information Production and Capital Allocation: Decentralized versus Hierarchical Firms," Journal of Finance, American Finance Association, vol. 57(5), pages 1891-1921, October.
    15. Newey, Whitney & West, Kenneth, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    16. Kenchington, David & Wan, Chi & Yüksel, H. Zafer, 2019. "Gross profitability and mutual fund performance," Journal of Banking & Finance, Elsevier, vol. 104(C), pages 31-49.
    17. Fama, Eugene F & MacBeth, James D, 1973. "Risk, Return, and Equilibrium: Empirical Tests," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 607-636, May-June.
    18. 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.
    19. Angela K. Davis & Isho Tama†Sweet, 2012. "Managers’ Use of Language Across Alternative Disclosure Outlets: Earnings Press Releases versus MD&A," Contemporary Accounting Research, John Wiley & Sons, vol. 29(3), pages 804-837, September.
    20. Feng Li, 2010. "The Information Content of Forward‐Looking Statements in Corporate Filings—A Naïve Bayesian Machine Learning Approach," Journal of Accounting Research, Wiley Blackwell, vol. 48(5), pages 1049-1102, December.
    21. Louis K. C. Chan & Hsiu-Lang Chen & Josef Lakonishok, 2002. "On Mutual Fund Investment Styles," The Review of Financial Studies, Society for Financial Studies, vol. 15(5), pages 1407-1437.
    22. Suresh Nallareddy & Maria Ogneva, 2017. "Accrual quality, skill, and the cross-section of mutual fund returns," Review of Accounting Studies, Springer, vol. 22(2), pages 503-542, June.
    23. Arslan-Ayaydin, Özgür & Boudt, Kris & Thewissen, James, 2016. "Managers set the tone: Equity incentives and the tone of earnings press releases," Journal of Banking & Finance, Elsevier, vol. 72(S), pages 132-147.
    24. Judith Chevalier & Glenn Ellison, 1999. "Are Some Mutual Fund Managers Better Than Others? Cross‐Sectional Patterns in Behavior and Performance," Journal of Finance, American Finance Association, vol. 54(3), pages 875-899, June.
    25. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    26. Pinnuck, Matt, 2003. "An Examination of the Performance of the Trades and Stock Holdings of Fund Managers: Further Evidence," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 38(4), pages 811-828, December.
    27. Rui Chen & Zhennan Gao & Xueyong Zhang & Min Zhu, 2018. "Mutual Fund Managers’ Prior Work Experience and Their Investment Skill," Financial Management, Financial Management Association International, vol. 47(1), pages 3-24, March.
    28. Fisman, Raymond & Svensson, Jakob, 2007. "Are corruption and taxation really harmful to growth? Firm level evidence," Journal of Development Economics, Elsevier, vol. 83(1), pages 63-75, May.
    29. 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.
    30. Jordan, Bradford D. & Riley, Timothy B., 2015. "Volatility and mutual fund manager skill," Journal of Financial Economics, Elsevier, vol. 118(2), pages 289-298.
    31. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    32. Jeffrey A. Busse & Tarun Chordia & Lei Jiang & Yuehua Tang, 2021. "Transaction Costs, Portfolio Characteristics, and Mutual Fund Performance," Management Science, INFORMS, vol. 67(2), pages 1227-1248, February.
    33. Tim Loughran & Bill Mcdonald, 2011. "When Is a Liability Not a Liability? Textual Analysis, Dictionaries, and 10‐Ks," Journal of Finance, American Finance Association, vol. 66(1), pages 35-65, February.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Liu, Yulin & Wang, Junbo & Wen, Fenghua & Wu, Chunchi, 2024. "Corporate responses to systemic risk: Talk and action," Pacific-Basin Finance Journal, Elsevier, vol. 87(C).

    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. Bai, John Jianqiu & Tang, Yuehua & Wan, Chi & Yüksel, H. Zafer, 2022. "Fund manager skill in an era of globalization: Offshore concentration and fund performance," Journal of Financial Economics, Elsevier, vol. 145(2), pages 18-40.
    2. Keith Cuthbertson & Dirk Nitzsche & Niall O'Sullivan, 2010. "Mutual Fund Performance: Measurement and Evidence," Financial Markets, Institutions & Instruments, John Wiley & Sons, vol. 19(2), pages 95-187, May.
    3. Lee, John Byong-Tek & Ma, Jun & Margaritis, Dimitris & Yang, Wanyi, 2023. "Is anti-herding always a smart choice? Evidence from mutual funds," International Review of Financial Analysis, Elsevier, vol. 90(C).
    4. Cuthbertson, Keith & Nitzsche, Dirk & O'Sullivan, Niall, 2016. "A review of behavioural and management effects in mutual fund performance," International Review of Financial Analysis, Elsevier, vol. 44(C), pages 162-176.
    5. Wolfgang Bessler & Thomas Conlon & Diego Víctor de Mingo‐López & Juan Carlos Matallín‐Sáez, 2022. "Mutual fund performance and changes in factor exposure," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 45(1), pages 17-52, March.
    6. Victor DeMiguel & Javier Gil-Bazo & Francisco J. Nogales & André A. P. Santos, 2021. "Can Machine Learning Help to Select Portfolios of Mutual Funds?," Working Papers 1245, Barcelona School of Economics.
    7. Suresh Nallareddy & Maria Ogneva, 2017. "Accrual quality, skill, and the cross-section of mutual fund returns," Review of Accounting Studies, Springer, vol. 22(2), pages 503-542, June.
    8. Yu, Bin & Shen, Yifan & Jin, Xuejun & Xu, Qi, 2022. "Does prospect theory explain mutual fund performance? Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 73(C).
    9. Blake, David & Caulfield, Tristan & Ioannidis, Christos & Tonks, Ian, 2014. "Improved inference in the evaluation of mutual fund performance using panel bootstrap methods," Journal of Econometrics, Elsevier, vol. 183(2), pages 202-210.
    10. DeMiguel, Victor & Gil-Bazo, Javier & Nogales, Francisco J. & Santos, André A.P., 2023. "Machine learning and fund characteristics help to select mutual funds with positive alpha," Journal of Financial Economics, Elsevier, vol. 150(3).
    11. Hung, Pi-Hsia & Lien, Donald & Kuo, Ming-Sin, 2020. "Window dressing in equity mutual funds," The Quarterly Review of Economics and Finance, Elsevier, vol. 78(C), pages 338-354.
    12. Xu, Wenhao & Chen, Taoqin, 2024. "Mutual fund value creation: Insights from the residual income model," Finance Research Letters, Elsevier, vol. 62(PB).
    13. 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.
    14. Ali, Ashiq & Chen, Xuanjuan & Yao, Tong & Yu, Tong, 2020. "Can mutual funds profit from post earnings announcement drift? The role of competition," Journal of Banking & Finance, Elsevier, vol. 114(C).
    15. Lan, Chunhua & Moneta, Fabio & Wermers, Russ, 2018. "Holding Horizon: A New Measure of Active Investment Management," CFR Working Papers 15-06, University of Cologne, Centre for Financial Research (CFR), revised 2018.
    16. Pi‐Hsia Hung & Donald Lien & Yun‐Ju Chien, 2020. "Portfolio concentration and fund manager performance," Review of Financial Economics, John Wiley & Sons, vol. 38(3), pages 423-451, July.
    17. Jiang, Hao & Verardo, Michela, 2013. "Does herding behavior reveal skill? An analysis of mutual fund performance," LSE Research Online Documents on Economics 119034, London School of Economics and Political Science, LSE Library.
    18. Jaspersen, Stefan, 2021. "Mutual Fund Bets on Market Power," CFR Working Papers 16-07, University of Cologne, Centre for Financial Research (CFR), revised 2021.
    19. Liu, Sha & Han, Jingguang, 2020. "Media tone and expected stock returns," International Review of Financial Analysis, Elsevier, vol. 70(C).
    20. Kostovetsky, Leonard & Ratushny, Vladimir, 2024. "Doctors managing mutual funds: Returns to specialization in asset management," Journal of Financial Markets, Elsevier, vol. 70(C).

    More about this item

    Keywords

    Mutual fund; Textual analysis; Disclosure; Fund performance;
    All these keywords.

    JEL classification:

    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors

    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:eee:pacfin:v:82:y:2023:i:c:s0927538x23002159. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/pacfin .

    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.