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Skill, Luck, and the Multiproduct Firm: Evidence from Hedge Funds

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  • Rui J. P. de Figueiredo, Jr.

    (Haas School of Business, University of California, Berkeley, Berkeley, California 97405)

  • Evan Rawley

    (The Wharton School, University of Pennsylvania, Philadelphia, Pennsylvania 19104)

Abstract

We formalize the idea that when managers require external investment to expand, higher-skilled firms will be more likely to diversify in equilibrium, even though managers can exploit asymmetric information about their ability to raise capital from investors. We exploit the timing of new fund launches in the hedge fund industry to distinguish between agency and capability effects in firm product diversification decisions, using a large survivor-bias-free panel data set on the hedge fund industry from 1994 to 2006. Empirically we show that diversifying firms' excess returns are high relative to those of other firms prior to diversification and fall within firm following diversification, but are six basis points higher per month per unit of risk ex post compared to a matched sample of focused firms. The evidence suggests that managers exploit asymmetric information about their own ability to time diversification decisions; yet, the discipline of markets ensures that better firms diversify, on average. The results provide large-sample empirical evidence that agency effects and firm capabilities jointly influence diversification decisions. This paper was accepted by Bruno Cassiman, business strategy.

Suggested Citation

  • Rui J. P. de Figueiredo, Jr. & Evan Rawley, 2011. "Skill, Luck, and the Multiproduct Firm: Evidence from Hedge Funds," Management Science, INFORMS, vol. 57(11), pages 1963-1978, November.
  • Handle: RePEc:inm:ormnsc:v:57:y:2011:i:11:p:1963-1978
    DOI: 10.1287/mnsc.1110.1389
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    as
    1. Li, Haitao & Zhang, Xiaoyan & Zhao, Rui, 2011. "Investing in Talents: Manager Characteristics and Hedge Fund Performances," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(1), pages 59-82, February.
    2. Sadka, Ronnie, 2010. "Liquidity risk and the cross-section of hedge-fund returns," Journal of Financial Economics, Elsevier, vol. 98(1), pages 54-71, October.
    3. Steven N. Kaplan & Antoinette Schoar, 2005. "Private Equity Performance: Returns, Persistence, and Capital Flows," Journal of Finance, American Finance Association, vol. 60(4), pages 1791-1823, August.
    4. Lamont, Owen, 1997. "Cash Flow and Investment: Evidence from Internal Capital Markets," Journal of Finance, American Finance Association, vol. 52(1), pages 83-109, March.
    5. repec:bla:jfinan:v:59:y:2004:i:2:p:479-506 is not listed on IDEAS
    6. 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.
    7. 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.
    8. Merton, Robert C., 1971. "Optimum consumption and portfolio rules in a continuous-time model," Journal of Economic Theory, Elsevier, vol. 3(4), pages 373-413, December.
    9. Raghuram Rajan & Henri Servaes & Luigi Zingales, 2000. "The Cost of Diversity: The Diversification Discount and Inefficient Investment," Journal of Finance, American Finance Association, vol. 55(1), pages 35-80, February.
    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. Luis M.B. Cabral, 2000. "Stretching Firm and Brand Reputation," RAND Journal of Economics, The RAND Corporation, vol. 31(4), pages 658-673, Winter.
    12. Paul A. Samuelson, 2011. "Lifetime Portfolio Selection by Dynamic Stochastic Programming," World Scientific Book Chapters, in: Leonard C MacLean & Edward O Thorp & William T Ziemba (ed.), THE KELLY CAPITAL GROWTH INVESTMENT CRITERION THEORY and PRACTICE, chapter 31, pages 465-472, World Scientific Publishing Co. Pte. Ltd..
    13. Heski Bar-Isaac, 2003. "Reputation and Survival: Learning in a Dynamic Signalling Model," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 231-251.
    14. Andrew B. Bernard & Stephen J. Redding & Peter K. Schott, 2010. "Multiple-Product Firms and Product Switching," American Economic Review, American Economic Association, vol. 100(1), pages 70-97, March.
    15. Antoinette Schoar, 2002. "Effects of Corporate Diversification on Productivity," Journal of Finance, American Finance Association, vol. 57(6), pages 2379-2403, December.
    16. Jose Manuel Campa & Simi Kedia, 2002. "Explaining the Diversification Discount," Journal of Finance, American Finance Association, vol. 57(4), pages 1731-1762, August.
    17. Fama, Eugene F & French, Kenneth R, 1996. "Multifactor Explanations of Asset Pricing Anomalies," Journal of Finance, American Finance Association, vol. 51(1), pages 55-84, March.
    18. MacDonald, Glenn M & Slivinski, Alan, 1987. "The Simple Analytics of Competitive Equilibrium with Multiproduct Firms," American Economic Review, American Economic Association, vol. 77(5), pages 941-953, December.
    19. David S. Scharfstein & Jeremy C. Stein, 2000. "The Dark Side of Internal Capital Markets: Divisional Rent‐Seeking and Inefficient Investment," Journal of Finance, American Finance Association, vol. 55(6), pages 2537-2564, December.
    20. Panzar, John C & Willig, Robert D, 1981. "Economies of Scope," American Economic Review, American Economic Association, vol. 71(2), pages 268-272, May.
    21. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    22. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    23. Nicolaj Siggelkow, 2003. "Why Focus? A Study Of Intra‐Industry Focus Effects," Journal of Industrial Economics, Wiley Blackwell, vol. 51(2), pages 121-150, June.
    24. Roll, Richard, 1986. "The Hubris Hypothesis of Corporate Takeovers," The Journal of Business, University of Chicago Press, vol. 59(2), pages 197-216, April.
    25. repec:bla:jfinan:v:53:y:1998:i:6:p:1935-1974 is not listed on IDEAS
    26. Jay B. Barney, 1986. "Strategic Factor Markets: Expectations, Luck, and Business Strategy," Management Science, INFORMS, vol. 32(10), pages 1231-1241, October.
    27. Oliver E. Williamson, 1999. "Strategy research: governance and competence perspectives," Strategic Management Journal, Wiley Blackwell, vol. 20(12), pages 1087-1108, December.
    28. Fung, William & Hsieh, David A, 2001. "The Risk in Hedge Fund Strategies: Theory and Evidence from Trend Followers," The Review of Financial Studies, Society for Financial Studies, vol. 14(2), pages 313-341.
    29. William F. Sharpe, 1964. "Capital Asset Prices: A Theory Of Market Equilibrium Under Conditions Of Risk," Journal of Finance, American Finance Association, vol. 19(3), pages 425-442, September.
    30. Posthuma, Nolke & Sluis, Pieter Jelle van der, 2003. "A Reality Check on Hedge Funds Returns," Serie Research Memoranda 0017, VU University Amsterdam, Faculty of Economics, Business Administration and Econometrics.
    31. Merton, Robert C, 1969. "Lifetime Portfolio Selection under Uncertainty: The Continuous-Time Case," The Review of Economics and Statistics, MIT Press, vol. 51(3), pages 247-257, August.
    32. Birger Wernerfelt, 1988. "Umbrella Branding as a Signal of New Product Quality: An Example of Signalling by Posting a Bond," RAND Journal of Economics, The RAND Corporation, vol. 19(3), pages 458-466, Autumn.
    33. Teece, David J., 1980. "Economies of scope and the scope of the enterprise," Journal of Economic Behavior & Organization, Elsevier, vol. 1(3), pages 223-247, September.
    34. Lamar Pierce, 2009. "Big losses in ecosystem niches: how core firm decisions drive complementary product shakeouts," Strategic Management Journal, Wiley Blackwell, vol. 30(3), pages 323-347, March.
    35. Brian S. Silverman, 1999. "Technological Resources and the Direction of Corporate Diversification: Toward an Integration of the Resource-Based View and Transaction Cost Economics," Management Science, INFORMS, vol. 45(8), pages 1109-1124, August.
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    Cited by:

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    2. Rui J. P. de Figueiredo & Evan Rawley & Christopher I. Rider, 2015. "Why Are Firms Rigid? A General Framework and Empirical Tests," Organization Science, INFORMS, vol. 26(5), pages 1502-1519, October.
    3. Casavecchia, Lorenzo & Tiwari, Ashish, 2024. "Fund flow diversification: Implications for asset stability, fee-setting and performance," International Review of Financial Analysis, Elsevier, vol. 95(PA).
    4. Victor Manuel Bennett, 2013. "Organization and Bargaining: Sales Process Choice at Auto Dealerships," Management Science, INFORMS, vol. 59(9), pages 2003-2018, September.
    5. Casavecchia, Lorenzo & Ge, Chanyuan, 2019. "Jack of all trades versus specialists: Fund family specialization and mutual fund performance," International Review of Financial Analysis, Elsevier, vol. 63(C), pages 69-85.

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