IDEAS home Printed from https://ideas.repec.org/a/eee/empfin/v85y2026ics0927539826000022.html

A skew is a skill: Portfolio skewness of mutual fund holdings

Author

Listed:
  • Drienko, Jo
  • Gao, Chao
  • Liu, Yifei

Abstract

The return cross-section of a mutual fund’s portfolio holdings is positively skewed on average. At the fund level, portfolio skewness varies substantially across funds but remains highly persistent over time. We show that actively managed mutual funds with high portfolio skewness outperform funds with low skewness by 2.88% ($7.35 million) on an annualized basis. This association is not driven by past performance of portfolio holdings and becomes stronger amid more investment opportunities in the market. Further stock-level analyses reveal that shares added or tilted to by high skewness funds relative to low skewness funds significantly outperform their counterparts, pointing to stock selection skill as an explanation for both the portfolio skewness and its predictability of fund performance. In addition, funds with higher skewness attract higher inflows.

Suggested Citation

  • Drienko, Jo & Gao, Chao & Liu, Yifei, 2026. "A skew is a skill: Portfolio skewness of mutual fund holdings," Journal of Empirical Finance, Elsevier, vol. 85(C).
  • Handle: RePEc:eee:empfin:v:85:y:2026:i:c:s0927539826000022
    DOI: 10.1016/j.jempfin.2026.101687
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0927539826000022
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jempfin.2026.101687?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Agarwal, Vikas & Gay, Gerald D. & Ling, Leng, 2014. "Window dressing in mutual funds," CFR Working Papers 11-07 [rev.3], University of Cologne, Centre for Financial Research (CFR).
    2. Marcin Kacperczyk & Clemens Sialm & Lu Zheng, 2008. "Unobserved Actions of Mutual Funds," The Review of Financial Studies, Society for Financial Studies, vol. 21(6), pages 2379-2416, November.
    3. Xuemin (Sterling) Yan & Zhe Zhang, 2009. "Institutional Investors and Equity Returns: Are Short-term Institutions Better Informed?," The Review of Financial Studies, Society for Financial Studies, vol. 22(2), pages 893-924, February.
    4. Andrew Ang & Robert J. Hodrick & Yuhang Xing & Xiaoyan Zhang, 2006. "The Cross‐Section of Volatility and Expected Returns," Journal of Finance, American Finance Association, vol. 61(1), pages 259-299, February.
    5. 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.
    6. McLemore, Ping & Sias, Richard & Wan, Chi & Yüksel, H. Zafer, 2022. "Active Technological Similarity and Mutual Fund Performance," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 57(5), pages 1862-1884, August.
    7. Ang, Andrew & Hodrick, Robert J. & Xing, Yuhang & Zhang, Xiaoyan, 2009. "High idiosyncratic volatility and low returns: International and further U.S. evidence," Journal of Financial Economics, Elsevier, vol. 91(1), pages 1-23, January.
    8. Sangmin S Oh & Jessica A Wachter, 2022. "Cross-Sectional Skewness [Endogenous information flows and the clustering of announcements]," The Review of Asset Pricing Studies, Society for Financial Studies, vol. 12(1), pages 155-198.
    9. Stivers, Christopher T., 2003. "Firm-level return dispersion and the future volatility of aggregate stock market returns," Journal of Financial Markets, Elsevier, vol. 6(3), pages 389-411, May.
    10. Agarwal, Vikas & Jiang, Lei & Wen, Quan, 2022. "Why Do Mutual Funds Hold Lottery Stocks?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 57(3), pages 825-856, May.
    11. K. J. Martijn Cremers & Antti Petajisto, 2009. "How Active Is Your Fund Manager? A New Measure That Predicts Performance," The Review of Financial Studies, Society for Financial Studies, vol. 22(9), pages 3329-3365, September.
    12. Whitney Newey & Kenneth West, 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.
    13. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    14. Doron Avramov & Si Cheng & Allaudeen Hameed, 2020. "Mutual Funds and Mispriced Stocks," Management Science, INFORMS, vol. 66(6), pages 2372-2395, June.
    15. Jennifer Huang & Clemens Sialm & Hanjiang Zhang, 2011. "Risk Shifting and Mutual Fund Performance," The Review of Financial Studies, Society for Financial Studies, vol. 24(8), pages 2575-2616.
    16. Daniel, Kent, et al, 1997. "Measuring Mutual Fund Performance with Characteristic-Based Benchmarks," Journal of Finance, American Finance Association, vol. 52(3), pages 1035-1058, July.
    17. Alok Kumar, 2009. "Who Gambles in the Stock Market?," Journal of Finance, American Finance Association, vol. 64(4), pages 1889-1933, August.
    18. 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.
    19. 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.
    20. Martijn Cremers & Antti Petajisto, 2006. "How Active is Your Fund Manager? A New Measure That Predicts Performance," Yale School of Management Working Papers amz2370, Yale School of Management, revised 01 May 2009.
    21. Marcin Kacperczyk & Clemens Sialm & Lu Zheng, 2005. "On the Industry Concentration of Actively Managed Equity Mutual Funds," Journal of Finance, American Finance Association, vol. 60(4), pages 1983-2011, August.
    22. Jiang, Hao & Verardo, Michela, 2018. "Does herding behavior reveal skill? An analysis of mutual fund performance," LSE Research Online Documents on Economics 86372, London School of Economics and Political Science, LSE Library.
    23. 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.
    24. Bekaert, Geert & Hodrick, Robert J. & Zhang, Xiaoyan, 2012. "Aggregate Idiosyncratic Volatility," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 47(6), pages 1155-1185, December.
    25. Hu, Grace Xing & Pan, Jun & Wang, Jiang & Zhu, Haoxiang, 2022. "Premium for heightened uncertainty: Explaining pre-announcement market returns," Journal of Financial Economics, Elsevier, vol. 145(3), pages 909-936.
    26. Valery Polkovnichenko & Kelsey D. Wei & Feng Zhao, 2019. "Cautious Risk Takers: Investor Preferences and Demand for Active Management," Journal of Finance, American Finance Association, vol. 74(2), pages 1025-1075, April.
    27. Grinblatt, Mark & Titman, Sheridan & Wermers, Russ, 1995. "Momentum Investment Strategies, Portfolio Performance, and Herding: A Study of Mutual Fund Behavior," American Economic Review, American Economic Association, vol. 85(5), pages 1088-1105, December.
    28. 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.
    29. Martijn Cremers & Antti Petajisto, 2006. "How Active is Your Fund Manager? A New Measure That Predicts Performance," Yale School of Management Working Papers amz2370, Yale School of Management, revised 01 May 2009.
    30. Lan, Chunhua & Moneta, Fabio & Wermers, Russ, 2024. "Holding Horizon: A New Measure of Active Investment Management," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 59(4), pages 1471-1515, June.
    31. Cremers, Martijn & Pareek, Ankur, 2016. "Patient capital outperformance: The investment skill of high active share managers who trade infrequently," Journal of Financial Economics, Elsevier, vol. 122(2), pages 288-306.
    32. Vikas Agarwal & Gerald D. Gay & Leng Ling, 2014. "Window Dressing in Mutual Funds," The Review of Financial Studies, Society for Financial Studies, vol. 27(11), pages 3133-3170.
    33. Kaniel, Ron & Lin, Zihan & Pelger, Markus & Van Nieuwerburgh, Stijn, 2023. "Machine-learning the skill of mutual fund managers," Journal of Financial Economics, Elsevier, vol. 150(1), pages 94-138.
    34. Ron Kaniel & Pingle Wang, 2025. "Unmasking Mutual Fund Derivative Use," The Review of Financial Studies, Society for Financial Studies, vol. 38(4), pages 1120-1166.
    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. Viktoriya Lantushenko & Edward Nelling, 2020. "New Positions in Mutual Fund Portfolios: Implications for Fund Alpha," Journal of Financial Services Research, Springer;Western Finance Association, vol. 58(2), pages 161-198, December.
    2. Li, Zhiyong & Rao, Xiao, 2023. "Exploring the zoo of predictors for mutual fund performance in China," Pacific-Basin Finance Journal, Elsevier, vol. 77(C).
    3. 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.
    4. 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).
    5. Khaled Obaid & Kuntara Pukthuanthong, 2021. "Informativeness of mutual fund advertisements: Does advertising communicate fund quality to investors?," Financial Management, Financial Management Association International, vol. 50(1), pages 203-236, March.
    6. 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.
    7. Chang, Xiaochen & Guo, Songlin & Huang, Junkai, 2022. "Kidnapped mutual funds: Irrational preference of naive investors and fund incentive distortion," International Review of Financial Analysis, Elsevier, vol. 83(C).
    8. Jing Xie, 2024. "Stock-Picking by Mutual Funds: Evidence from Trading in Family-Controlled Firms," Working Papers 202411, University of Macau, Faculty of Business Administration.
    9. Bai, John (Jianqiu) & Ma, Linlin & Mullally, Kevin A. & Solomon, David H., 2019. "What a difference a (birth) month makes: The relative age effect and fund manager performance," Journal of Financial Economics, Elsevier, vol. 132(1), pages 200-221.
    10. Herrmann, Ulf & Rohleder, Martin & Scholz, Hendrik, 2016. "Does style-shifting activity predict performance? Evidence from equity mutual funds," The Quarterly Review of Economics and Finance, Elsevier, vol. 59(C), pages 112-130.
    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. 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.
    13. 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.
    14. Bai, Ting & Hilscher, Jens & Scherbina, Anna, 2025. "Unencumbered by style: Why do funds change factor loadings, and does it help?," Journal of Banking & Finance, Elsevier, vol. 181(C).
    15. Artiga Gonzalez, Tanja & Dyakov, Teodor & Inhoffen, Justus & Wipplinger, Evert, 2024. "Crowding of international mutual funds," Journal of Banking & Finance, Elsevier, vol. 164(C).
    16. Kong, Dongmin & Zhao, Zhao, 2024. "Political investing of mutual funds," International Review of Financial Analysis, Elsevier, vol. 95(PB).
    17. Russ Wermers & Tong Yao & Jane Zhao, 2012. "Forecasting Stock Returns Through an Efficient Aggregation of Mutual Fund Holdings," The Review of Financial Studies, Society for Financial Studies, vol. 25(12), pages 3490-3529.
    18. 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).
    19. Kim, Donghan & Kim, Hyun-Dong & Joe, Denis Yongmin & Oh, Ji Yeol Jimmy, 2021. "Institutional investor heterogeneity and market price dynamics: Evidence from investment horizon and portfolio concentration," Journal of Financial Markets, Elsevier, vol. 54(C).
    20. Hao Jiang & Marno Verbeek & Yu Wang, 2014. "Information Content When Mutual Funds Deviate from Benchmarks," Management Science, INFORMS, vol. 60(8), pages 2038-2053, August.

    More about this item

    Keywords

    ;
    ;
    ;

    JEL classification:

    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • 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:empfin:v:85:y:2026:i:c:s0927539826000022. 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/jempfin .

    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.