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What drives the “Smart-Money” effect? Evidence from investors’ money flow to mutual fund classes

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  • Jiang, George J.
  • Yuksel, H. Zafer

Abstract

The literature proposes two competing explanations — the “smart-money” and “persistent-flow” hypotheses — for the positive relation between mutual fund flow and future fund performance. We examine the flow-performance relation for different classes of U.S. domestic equity mutual funds. Our results show a stronger positive relation for the retail class than for the institutional class. More importantly, the significant relation for the retail class is mainly driven by funds with net outflow. This evidence is inconsistent with the smart-money hypothesis. We further show that retail funds exhibit greater persistence than institutional funds in net outflow. Once we control for expected fund flowfund flows, the flow-performance relation is no longer significant. We also perform robustness checks based on international funds and bond funds. The findings are supportive of the persistent-flow explanation.

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  • Jiang, George J. & Yuksel, H. Zafer, 2017. "What drives the “Smart-Money” effect? Evidence from investors’ money flow to mutual fund classes," Journal of Empirical Finance, Elsevier, vol. 40(C), pages 39-58.
    • Handle: RePEc:eee:empfin:v:40:y:2017:i:c:p:39-58
    DOI: 10.1016/j.jempfin.2016.11.005
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    as
    1. Clifford, Christopher P. & Jordan, Bradford D. & Riley, Timothy B., 2014. "Average funds versus average dollars: Implications for mutual fund research," Journal of Empirical Finance, Elsevier, vol. 28(C), pages 249-260.
    2. Diane Del Guercio & Jonathan Reuter, 2014. "Mutual Fund Performance and the Incentive to Generate Alpha," Journal of Finance, American Finance Association, vol. 69(4), pages 1673-1704, August.
    3. Lu Zheng, 1999. "Is Money Smart? A Study of Mutual Fund Investors' Fund Selection Ability," Journal of Finance, American Finance Association, vol. 54(3), pages 901-933, June.
    4. Travis Sapp & Ashish Tiwari, 2004. "Does Stock Return Momentum Explain the "Smart Money" Effect?," Journal of Finance, American Finance Association, vol. 59(6), pages 2605-2622, December.
    5. Akbas, Ferhat & Armstrong, Will J. & Sorescu, Sorin & Subrahmanyam, Avanidhar, 2015. "Smart money, dumb money, and capital market anomalies," Journal of Financial Economics, Elsevier, vol. 118(2), pages 355-382.
    6. 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.
    7. Chevalier, Judith & Ellison, Glenn, 1997. "Risk Taking by Mutual Funds as a Response to Incentives," Journal of Political Economy, University of Chicago Press, vol. 105(6), pages 1167-1200, December.
    8. Erik R. Sirri & Peter Tufano, 1998. "Costly Search and Mutual Fund Flows," Journal of Finance, American Finance Association, vol. 53(5), pages 1589-1622, October.
    9. 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.
    10. 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.
    11. Coval, Joshua & Stafford, Erik, 2007. "Asset fire sales (and purchases) in equity markets," Journal of Financial Economics, Elsevier, vol. 86(2), pages 479-512, November.
    12. Terrance Odean, 1998. "Are Investors Reluctant to Realize Their Losses?," Journal of Finance, American Finance Association, vol. 53(5), pages 1775-1798, October.
    13. Clemens Sialm & Laura T. Starks & Hanjiang Zhang, 2015. "Defined Contribution Pension Plans: Sticky or Discerning Money?," Journal of Finance, American Finance Association, vol. 70(2), pages 805-838, April.
    14. Dong Lou, 2012. "A Flow-Based Explanation for Return Predictability," The Review of Financial Studies, Society for Financial Studies, vol. 25(12), pages 3457-3489.
    15. Aneel Keswani & David Stolin, 2008. "Which Money Is Smart? Mutual Fund Buys and Sells of Individual and Institutional Investors," Journal of Finance, American Finance Association, vol. 63(1), pages 85-118, February.
    16. Clemens Sialm & Laura Starks & Hanjiang Zhang, 2015. "Defined Contribution Pension Plans: Mutual Fund Asset Allocation Changes," American Economic Review, American Economic Association, vol. 105(5), pages 432-436, May.
    17. Berk, Jonathan B. & van Binsbergen, Jules H., 2015. "Measuring skill in the mutual fund industry," Journal of Financial Economics, Elsevier, vol. 118(1), pages 1-20.
    18. Susan E. K. Christoffersen & Richard Evans & David K. Musto, 2013. "What Do Consumers’ Fund Flows Maximize? Evidence from Their Brokers’ Incentives," Journal of Finance, American Finance Association, vol. 68(1), pages 201-235, February.
    19. Cici, Gjergji & Gibson, Scott, 2012. "The Performance of Corporate Bond Mutual Funds: Evidence Based on Security-Level Holdings," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 47(1), pages 159-178, February.
    20. James, Christopher & Karceski, Jason, 2006. "Investor monitoring and differences in mutual fund performance," Journal of Banking & Finance, Elsevier, vol. 30(10), pages 2787-2808, October.
    21. Bailey, Warren & Kumar, Alok & Ng, David, 2011. "Behavioral biases of mutual fund investors," Journal of Financial Economics, Elsevier, vol. 102(1), pages 1-27, October.
    22. Cremers, Martijn & Petajisto, Antti & Zitzewitz, Eric, 2013. "Should Benchmark Indices Have Alpha? Revisiting Performance Evaluation," Critical Finance Review, now publishers, vol. 2(1), pages 1-48, July.
    23. Clemens Sialm & Laura Starks, 2012. "Mutual Fund Tax Clienteles," Journal of Finance, American Finance Association, vol. 67(4), pages 1397-1422, August.
    24. Blake, Christopher R & Elton, Edwin J & Gruber, Martin J, 1993. "The Performance of Bond Mutual Funds," The Journal of Business, University of Chicago Press, vol. 66(3), pages 370-403, July.
    25. Boney, Vaneesha & Comer, George & Kelly, Lynne, 2009. "Timing the investment grade securities market: Evidence from high quality bond funds," Journal of Empirical Finance, Elsevier, vol. 16(1), pages 55-69, January.
    26. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    27. 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.
    28. Richard B. Evans, 2010. "Mutual Fund Incubation," Journal of Finance, American Finance Association, vol. 65(4), pages 1581-1611, August.
    29. Richard B. Evans & Rüdiger Fahlenbrach, 2012. "Institutional Investors and Mutual Fund Governance: Evidence from Retail--Institutional Fund Twins," The Review of Financial Studies, Society for Financial Studies, vol. 25(12), pages 3530-3571.
    30. Friesen, Geoffrey C. & Sapp, Travis R.A., 2007. "Mutual fund flows and investor returns: An empirical examination of fund investor timing ability," Journal of Banking & Finance, Elsevier, vol. 31(9), pages 2796-2816, September.
    31. Guercio, Diane Del & Tkac, Paula A., 2002. "The Determinants of the Flow of Funds of Managed Portfolios: Mutual Funds vs. Pension Funds," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 37(4), pages 523-557, December.
    32. Daniel Bergstresser & John M. R. Chalmers & Peter Tufano, 2009. "Assessing the Costs and Benefits of Brokers in the Mutual Fund Industry," The Review of Financial Studies, Society for Financial Studies, vol. 22(10), pages 4129-4156, October.
    33. Ayadi, Mohamed A. & Kryzanowski, Lawrence, 2011. "Fixed-income fund performance: Role of luck and ability in tail membership," Journal of Empirical Finance, Elsevier, vol. 18(3), pages 379-392, June.
    34. 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.
    35. Edwin J. Elton & Martin J. Gruber & Christopher R. Blake, 2001. "A First Look at the Accuracy of the CRSP Mutual Fund Database and a Comparison of the CRSP and Morningstar Mutual Fund Databases," Journal of Finance, American Finance Association, vol. 56(6), pages 2415-2430, December.
    36. 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.
    37. Chen, Xuanjuan & Yao, Tong & Yu, Tong, 2007. "Prudent man or agency problem? On the performance of insurance mutual funds," Journal of Financial Intermediation, Elsevier, vol. 16(2), pages 175-203, April.
    38. Elton, Edwin J & Gruber, Martin J & Blake, Christopher R, 1996. "The Persistence of Risk-Adjusted Mutual Fund Performance," The Journal of Business, University of Chicago Press, vol. 69(2), pages 133-157, April.
    39. Nanda, Vikram K. & Wang, Z. Jay & Zheng, Lu, 2009. "The ABCs of mutual funds: On the introduction of multiple share classes," Journal of Financial Intermediation, Elsevier, vol. 18(3), pages 329-361, July.
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    More about this item

    Keywords

    Fund flows; Smart-money effect; Persistent-flow explanation; Institutional funds; Retail funds; Fund classes;
    All these keywords.

    JEL classification:

    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors

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