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Equity Fund Flows and Stock Market Returns in the US before and after the Global Financial Crisis: A VAR-GARCH-In-Mean Analysis

Author

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  • Vassilios Babalos
  • Guglielmo Maria Caporale
  • Nicola Spagnolo

Abstract

The 2008—2009 global financial crisis has raised new questions about the relationship between equity fund flows and stock market returns. This paper analyses it using US monthly data over the period 2000:1-2015:08. A VAR-GARCH(1,1)-in-mean model with a BEKK representation is estimated, and a switch dummy for the global financial crisis is also included. We find causality-in-mean from stock market returns to equity fund flows (consistently with the feedback-trading hypothesis) only in the post-September 2008 period. There are also volatility spillovers from stock market returns to equity fund flows both before and after the crisis; however, this relationship is not stable, becoming weaker in the crisis period. As a robustness check we augment the model with a set of macroeconomic control variables. Their inclusion does not affect the main results.

Suggested Citation

  • Vassilios Babalos & Guglielmo Maria Caporale & Nicola Spagnolo, 2016. "Equity Fund Flows and Stock Market Returns in the US before and after the Global Financial Crisis: A VAR-GARCH-In-Mean Analysis," Discussion Papers of DIW Berlin 1583, DIW Berlin, German Institute for Economic Research.
    • Handle: RePEc:diw:diwwpp:dp1583
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    1. Cao, Charles & Chang, Eric C. & Wang, Ying, 2008. "An empirical analysis of the dynamic relationship between mutual fund flow and market return volatility," Journal of Banking & Finance, Elsevier, vol. 32(10), pages 2111-2123, October.
    2. David Ling & Andy Naranjo, 2003. "The Dynamics of REIT Capital Flows and Returns," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 31(3), pages 405-434, September.
    3. Engle, Robert F. & Kroner, Kenneth F., 1995. "Multivariate Simultaneous Generalized ARCH," Econometric Theory, Cambridge University Press, vol. 11(1), pages 122-150, February.
    4. Stephen Brown & William Goetzmann & Takato Hiraki & Noriyoshi Shiraishi & Masahiro Watanabe, 2002. "Investor Sentiment in Japanese and U.S. Daily Mutual Fund Flows," Yale School of Management Working Papers ysm274, Yale School of Management, revised 01 Apr 2008.
    5. Yang, Jian & Bessler, David A., 2008. "Contagion around the October 1987 stock market crash," European Journal of Operational Research, Elsevier, vol. 184(1), pages 291-310, January.
    6. Ippolito, Richard A, 1992. "Consumer Reaction to Measures of Poor Quality: Evidence from the Mutual Fund Industry," Journal of Law and Economics, University of Chicago Press, vol. 35(1), pages 45-70, April.
    7. Michael Mosebach & Mohammad Najand, 1999. "Are The Structural Changes In Mutual Funds Investing Driving The U.S. Stock Market To Its Current Levels?," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 22(3), pages 317-329, September.
    8. Oh, Natalie Y. & Parwada, Jerry T., 2007. "Relations between mutual fund flows and stock market returns in Korea," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 17(2), pages 140-151, April.
    9. Baur, Dirk G., 2012. "Financial contagion and the real economy," Journal of Banking & Finance, Elsevier, vol. 36(10), pages 2680-2692.
    10. Apergis, Nicholas & Christou, Christina & Kynigakis, Iason, 2019. "Contagion across US and European financial markets: Evidence from the CDS markets," Journal of International Money and Finance, Elsevier, vol. 96(C), pages 1-12.
    11. Qureshi, Fiza & Kutan, Ali M. & Ghafoor, Abdul & Hussain Khan, Habib & Qureshi, Zeeshan, 2019. "Dynamics of mutual funds and stock markets in Asian developing economies," Journal of Asian Economics, Elsevier, vol. 65(C).
    12. Jank, Stephan, 2012. "Mutual fund flows, expected returns, and the real economy," Journal of Banking & Finance, Elsevier, vol. 36(11), pages 3060-3070.
    13. Guglielmo Maria Caporale & Nikolaos Philippas & Nikitas Pittis, 2004. "Feedbacks between mutual fund flows and security returns: evidence from the Greek capital market," Applied Financial Economics, Taylor & Francis Journals, vol. 14(14), pages 981-989.
    14. Brian H. Boyer & Tomomi Kumagai & Kathy Yuan, 2006. "How Do Crises Spread? Evidence from Accessible and Inaccessible Stock Indices," Journal of Finance, American Finance Association, vol. 61(2), pages 957-1003, April.
    15. David Ling & Gianluca Marcato & Pat McAllister, 2009. "Dynamics of Asset Prices and Transaction Activity in Illiquid Markets: the Case of Private Commercial Real Estate," The Journal of Real Estate Finance and Economics, Springer, vol. 39(3), pages 359-383, October.
    16. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    17. Rakowski, David & Wang, Xiaoxin, 2009. "The dynamics of short-term mutual fund flows and returns: A time-series and cross-sectional investigation," Journal of Banking & Finance, Elsevier, vol. 33(11), pages 2102-2109, November.
    18. David Ling & Andy Naranjo, 2006. "Dedicated REIT Mutual Fund Flows and REIT Performance," The Journal of Real Estate Finance and Economics, Springer, vol. 32(4), pages 409-433, June.
    19. Alexakis, Christos & Dasilas, Apostolos & Grose, Chris, 2013. "Asymmetric dynamic relations between stock prices and mutual fund units in Japan. An application of hidden cointegration technique," International Review of Financial Analysis, Elsevier, vol. 28(C), pages 1-8.
    20. Franklin Fant, L., 1999. "Investment behavior of mutual fund shareholders: The evidence from aggregate fund flows," Journal of Financial Markets, Elsevier, vol. 2(4), pages 391-402, November.
    21. Jeffrey Fisher & David C. Ling & Andy Naranjo, 2009. "Institutional Capital Flows and Return Dynamics in Private Commercial Real Estate Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 37(1), pages 85-116, March.
    22. Debbie Gruenstein & Paul Kleiman & Eli M. Remolona, 1997. "Market returns and mutual fund flows," Economic Policy Review, Federal Reserve Bank of New York, vol. 3(Jul), pages 33-52.
    23. Watson, John & Wickramanayake, J., 2012. "The relationship between aggregate managed fund flows and share market returns in Australia," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 22(3), pages 451-472.
    24. Hendricks, Darryll & Patel, Jayendu & Zeckhauser, Richard, 1993. "Hot Hands in Mutual Funds: Short-Run Persistence of Relative Performance, 1974-1988," Journal of Finance, American Finance Association, vol. 48(1), pages 93-130, March.
    25. Patrick M. Crowley & Andrew Hughes Hallett, 2014. "The Great Moderation Under the Microscope: Decomposition of Macroeconomic Cycles in US and UK Aggregate Demand," Dynamic Modeling and Econometrics in Economics and Finance, in: Marco Gallegati & Willi Semmler (ed.), Wavelet Applications in Economics and Finance, edition 127, pages 47-71, Springer.
    26. Mosebach, Michael & Najand, Mohammad, 1999. "Are the Structural Changes in Mutual Funds Investing Driving the U.S. Stock Market to Its Current Levels?," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 22(3), pages 317-329, Fall.
    27. Xiaojie Xu, 2017. "Contemporaneous causal orderings of US corn cash prices through directed acyclic graphs," Empirical Economics, Springer, vol. 52(2), pages 731-758, March.
    28. Franklin Edwards & Xin Zhang, 1998. "Mutual Funds and Stock and Bond Market Stability," Journal of Financial Services Research, Springer;Western Finance Association, vol. 13(3), pages 257-282, June.
    29. Lee, Bong Soo & Paek, Miyoun & Ha, Yeonjeong & Ko, Kwangsoo, 2015. "The dynamics of market volatility, market return, and equity fund flow: International evidence," International Review of Economics & Finance, Elsevier, vol. 35(C), pages 214-227.
    30. Alexakis, Christos & Niarchos, Nikitas & Patra, Theopfano & Poshakwale, Sunil, 2005. "The dynamics between stock returns and mutual fund flows: empirical evidence from the Greek market," International Review of Financial Analysis, Elsevier, vol. 14(5), pages 559-569.
    31. Ben-Rephael, Azi & Kandel, Shmuel & Wohl, Avi, 2011. "The Price Pressure of Aggregate Mutual Fund Flows," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(2), pages 585-603, April.
    32. Ben-Rephael, Azi & Kandel, Shmuel & Wohl, Avi, 2012. "Measuring investor sentiment with mutual fund flows," Journal of Financial Economics, Elsevier, vol. 104(2), pages 363-382.
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    3. Keith Fitzgerald & Jacopo Bedogni, 2019. "Examining the Volatility of Ireland’s Tax Base in the Paradigm of Modern Portfolio Theory," The Economic and Social Review, Economic and Social Studies, vol. 50(3), pages 429-458.

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    More about this item

    Keywords

    Equity Fund Flows; Stock Market Returns; VAR-GARCH-in-mean model; Volatility;
    All these keywords.

    JEL classification:

    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors
    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models

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