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Best-performing US mutual fund families from 1993 to 2008: Evidence from a novel two-stage DEA model for efficiency decomposition

Author

Listed:
  • Premachandra, I.M.
  • Zhu, Joe
  • Watson, John
  • Galagedera, Don U.A.

Abstract

When analyzing relative performance, especially at the institutional level, the traditional data envelopment analysis (DEA) models do not recognize vastly different and important activities as separate functions and therefore cannot identify which function may be the main source of inefficiency. We propose a novel two-stage DEA model that decomposes the overall efficiency of a decision-making unit into two components and demonstrate its applicability by assessing the relative performance of 66 large mutual fund families in the US over the period 1993–2008. By decomposing the overall efficiency into operational management efficiency and portfolio management efficiency components, we reveal the best performers, the families that deteriorated in performance, and those that improved in their performance over the sample period. We also make frontier projections for poorly performing mutual fund families and highlight how the portfolio managers have managed their funds relative to the others during financial crisis periods.

Suggested Citation

  • Premachandra, I.M. & Zhu, Joe & Watson, John & Galagedera, Don U.A., 2012. "Best-performing US mutual fund families from 1993 to 2008: Evidence from a novel two-stage DEA model for efficiency decomposition," Journal of Banking & Finance, Elsevier, vol. 36(12), pages 3302-3317.
    • Handle: RePEc:eee:jbfina:v:36:y:2012:i:12:p:3302-3317
    DOI: 10.1016/j.jbankfin.2012.07.018
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    as
    1. Sandeep Kapur & Allan Timmermann, 2005. "Relative Performance Evaluation Contracts and Asset Market Equilibrium," Economic Journal, Royal Economic Society, vol. 115(506), pages 1077-1102, October.
    2. Fare, Rolf & Grosskopf, Shawna, 1996. "Productivity and intermediate products: A frontier approach," Economics Letters, Elsevier, vol. 50(1), pages 65-70, January.
    3. Michael C. Jensen, 1968. "The Performance Of Mutual Funds In The Period 1945–1964," Journal of Finance, American Finance Association, vol. 23(2), pages 389-416, May.
    4. Elton, Edwin J. & Gruber, Martin J. & Green, T. Clifton, 2007. "The Impact of Mutual Fund Family Membership on Investor Risk," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 42(2), pages 257-277, June.
    5. Alexander Kempf & Stefan Ruenzi, 2008. "Family Matters: Rankings Within Fund Families and Fund Inflows," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 35(1‐2), pages 177-199, January.
    6. Tone, Kaoru & Tsutsui, Miki, 2009. "Network DEA: A slacks-based measure approach," European Journal of Operational Research, Elsevier, vol. 197(1), pages 243-252, August.
    7. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    8. Blake, Christopher R. & Morey, Matthew R., 2000. "Morningstar Ratings and Mutual Fund Performance," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 35(3), pages 451-483, September.
    9. Kao, Chiang & Hwang, Shiuh-Nan, 2008. "Efficiency decomposition in two-stage data envelopment analysis: An application to non-life insurance companies in Taiwan," European Journal of Operational Research, Elsevier, vol. 185(1), pages 418-429, February.
    10. Murthi, B. P. S. & Choi, Yoon K. & Desai, Preyas, 1997. "Efficiency of mutual funds and portfolio performance measurement: A non-parametric approach," European Journal of Operational Research, Elsevier, vol. 98(2), pages 408-418, April.
    11. Edward Tower & Wei Zheng, 2008. "Ranking mutual fund families: minimum expenses and maximum loads as markers for moral turpitude," International Review of Economics, Springer;Happiness Economics and Interpersonal Relations (HEIRS), vol. 55(4), pages 315-350, December.
    12. Chen, Chien-Ming, 2009. "A network-DEA model with new efficiency measures to incorporate the dynamic effect in production networks," European Journal of Operational Research, Elsevier, vol. 194(3), pages 687-699, May.
    13. Simon Benninga, 2008. "Financial Modeling, 3rd Edition," MIT Press Books, The MIT Press, edition 3, volume 1, number 0262026287, December.
    14. Cook, Wade D. & Liang, Liang & Zhu, Joe, 2010. "Measuring performance of two-stage network structures by DEA: A review and future perspective," Omega, Elsevier, vol. 38(6), pages 423-430, December.
    15. Chen, Yao & Cook, Wade D. & Zhu, Joe, 2010. "Deriving the DEA frontier for two-stage processes," European Journal of Operational Research, Elsevier, vol. 202(1), pages 138-142, April.
    16. Elton, Edwin J. & Gruber, Martin J. & Blake, Christopher R., 2006. "The adequacy of investment choices offered by 401(k) plans," Journal of Public Economics, Elsevier, vol. 90(6-7), pages 1299-1314, August.
    17. Holod, Dmytro & Lewis, Herbert F., 2011. "Resolving the deposit dilemma: A new DEA bank efficiency model," Journal of Banking & Finance, Elsevier, vol. 35(11), pages 2801-2810, November.
    18. Chen, Yao & Cook, Wade D. & Li, Ning & Zhu, Joe, 2009. "Additive efficiency decomposition in two-stage DEA," European Journal of Operational Research, Elsevier, vol. 196(3), pages 1170-1176, August.
    19. Reinker, Kenneth S. & Tower, Edward, 2003. "Index Fundamentalism Revisited," Working Papers 03-07, Duke University, Department of Economics.
    20. Yoon K. Choi & B.P.S. Murthi, 2001. "Relative Performance Evaluation of Mutual Funds: A Non-Parametric Approach," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 28(7&8), pages 853-876.
    21. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    22. Malkiel, Burton G, 1995. "Returns from Investing in Equity Mutual Funds 1971 to 1991," Journal of Finance, American Finance Association, vol. 50(2), pages 549-572, June.
    23. Malhotra, D.K. & Martin, Rand & Russel, Philip, 2007. "Determinants of cost efficiencies in the mutual fund industry," Review of Financial Economics, Elsevier, vol. 16(4), pages 323-334.
    24. Stephen J. Brown & William N. Goetzmann & James Park, 2001. "Careers and Survival: Competition and Risk in the Hedge Fund and CTA Industry," Journal of Finance, American Finance Association, vol. 56(5), pages 1869-1886, October.
    25. Rolf Färe & Gerald Whittaker, 1995. "An Intermediate Input Model Of Dairy Production Using Complex Survey Data," Journal of Agricultural Economics, Wiley Blackwell, vol. 46(2), pages 201-213, May.
    26. Alexander Kempf & Stefan Ruenzi, 2008. "Family Matters: Rankings Within Fund Families and Fund Inflows," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 35(1‐2), pages 177-199, January.
    27. R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
    28. 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.
    29. 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.
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    More about this item

    Keywords

    Data envelopment analysis efficiency decomposition; Operational management efficiency; Portfolio management efficiency; Efficiency of mutual fund families;
    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
    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • C67 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Input-Output Models

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