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Equity Style Returns and Institutional Investor Flows

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  • Kenneth A. Froot
  • Melvyn Teo

Abstract

This paper explores institutional investor trades in stocks grouped by style and the relationship of these trades with equity market returns. It aggregates transactions drawn from a large universe of approximately $6 trillion of institutional funds. To analyze style behavior, we assign equities to deciles in each of five style dimensions: size, value/growth, cyclical/defensive, sector, and country. We find, first, strong evidence that investors organize and trade stocks across style-driven lines. This appears true for groupings both strongly and weakly related to fundamentals (e.g., industry or country groupings versus size or value/growth deciles). Second, the positive linkage between flows and returns emerges at daily frequencies, yet becomes even more important at lower frequencies. We show that quarterly decile flows and returns are even more strongly positively correlated than are daily flows and returns. However, as the horizon increases beyond a year, we find that the flow/return correlation declines. Third, style flows and returns are important components of individual stock expected returns. We find that nearby style inflows and returns positively forecast future returns while distant style inflows and returns forecast negatively. Fourth, we find strong correlations between style flows and temporary components of return. This suggests that behavioral theories may play a role in explaining the popularity and price impact of flow-related trading.

Suggested Citation

  • Kenneth A. Froot & Melvyn Teo, 2004. "Equity Style Returns and Institutional Investor Flows," NBER Working Papers 10355, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:10355
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    References listed on IDEAS

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    1. Campbell, John Y. & Clarida, Richard H., 1987. "The dollar and real interest rates," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 27(1), pages 103-139, January.
    2. Campbell, John Y, 1991. "A Variance Decomposition for Stock Returns," Economic Journal, Royal Economic Society, vol. 101(405), pages 157-179, March.
    3. Brennan, Michael J & Cao, H Henry, 1997. "International Portfolio Investment Flows," Journal of Finance, American Finance Association, vol. 52(5), pages 1851-1880, December.
    4. Beck, Nathaniel & Katz, Jonathan N., 1995. "What To Do (and Not to Do) with Time-Series Cross-Section Data," American Political Science Review, Cambridge University Press, vol. 89(3), pages 634-647, September.
    5. John Y. Campbell, Robert J. Shiller, 1988. "The Dividend-Price Ratio and Expectations of Future Dividends and Discount Factors," The Review of Financial Studies, Society for Financial Studies, vol. 1(3), pages 195-228.
    6. Banz, Rolf W., 1981. "The relationship between return and market value of common stocks," Journal of Financial Economics, Elsevier, vol. 9(1), pages 3-18, March.
    7. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    8. Barberis, Nicholas & Shleifer, Andrei, 2003. "Style investing," Journal of Financial Economics, Elsevier, vol. 68(2), pages 161-199, May.
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    Cited by:

    1. Evans, Martin D.D. & Hnatkovska, Viktoria V., 2014. "International capital flows, returns and world financial integration," Journal of International Economics, Elsevier, vol. 92(1), pages 14-33.
    2. Josh Lerner & Antoinette Schoar & Wan Wongsunwai, 2007. "Smart Institutions, Foolish Choices: The Limited Partner Performance Puzzle," Journal of Finance, American Finance Association, vol. 62(2), pages 731-764, April.
    3. Gael Imad'Eddine & Armin Schwienbacher, 2013. "International Capital Flows into the European Private Equity Market," European Financial Management, European Financial Management Association, vol. 19(2), pages 366-398, March.
    4. Phillip C. James & Il-woon Kim & John J. Cheh, 2014. "Sector Rotation and Interest Rate Policy," International Journal of Business and Social Research, MIR Center for Socio-Economic Research, vol. 4(5), pages 124-130, May.
    5. Viktoria Hnatkovska & Martin Evans, 2005. "International Capital Flows in a World of Greater Financial Integration," Computing in Economics and Finance 2005 419, Society for Computational Economics.
    6. Choi, Nicole & Sias, Richard W., 2009. "Institutional industry herding," Journal of Financial Economics, Elsevier, vol. 94(3), pages 469-491, December.
    7. J. Christopher Hughen & Cynthia G. McDonald, 2006. "Does Order Flow Commonality Extend Across Trade Sizes and Securities?," Financial Management, Financial Management Association International, vol. 35(1), pages 107-128, March.

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    More about this item

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading

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