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A trade-level DEA model to evaluate relative performance of investment fund managers

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  • Banker, Rajiv
  • Chen, Janice Y.S.
  • Klumpes, Paul

Abstract

We develop a trade-level measure to evaluate fund managers’ efficiency in their buying and selling activities relative to the trades of other fund managers. We customize an additive Data Envelopment Analysis (DEA) model to focus on risk-adjusted returns during different time periods as trade-level outcomes. The model does not consider any input–output process. Instead, it considers tradeoffs between multiple outcomes. We find that fund managers do not have symmetric ability in buying and selling. Some managers do well in buy transactions but not in sell transactions while others perform well in selling but not in buying. We also explore the determinants of fund managers’ trading performance. Compared to trade characteristics, portfolio characteristics have a greater influence in explaining fund managers’ relative trading efficiency.

Suggested Citation

  • Banker, Rajiv & Chen, Janice Y.S. & Klumpes, Paul, 2016. "A trade-level DEA model to evaluate relative performance of investment fund managers," European Journal of Operational Research, Elsevier, vol. 255(3), pages 903-910.
    • Handle: RePEc:eee:ejores:v:255:y:2016:i:3:p:903-910
    DOI: 10.1016/j.ejor.2016.05.056
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    1. Basso, Antonella & Funari, Stefania, 2001. "A data envelopment analysis approach to measure the mutual fund performance," European Journal of Operational Research, Elsevier, vol. 135(3), pages 477-492, December.
    2. 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.
    3. U D Kumar & A B Roy & H Saranga & K Singal, 2010. "Analysis of hedge fund strategies using slack-based DEA models," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 61(12), pages 1746-1760, December.
    4. Jin-Li Hu & Hsueh-E. Yu & Yi-Ting Wang, 2012. "Manager Attributes and Fund Performance: Evidence from Taiwan," Journal of Applied Finance & Banking, SCIENPRESS Ltd, vol. 2(4), pages 1-6.
    5. Chen, Hsiu-Lang & Jegadeesh, Narasimhan & Wermers, Russ, 2000. "The Value of Active Mutual Fund Management: An Examination of the Stockholdings and Trades of Fund Managers," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 35(3), pages 343-368, September.
    6. Russ Wermers, 2000. "Mutual Fund Performance: An Empirical Decomposition into Stock-Picking Talent, Style, Transactions Costs, and Expenses," Journal of Finance, American Finance Association, vol. 55(4), pages 1655-1703, August.
    7. Gregoriou, Greg N. & Sedzro, Komlan & Zhu, Joe, 2005. "Hedge fund performance appraisal using data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 164(2), pages 555-571, July.
    8. Russ Wermers, 2000. "Mutual Fund Performance: An Empirical Decomposition into Stock‐Picking Talent, Style, Transactions Costs, and Expenses," Journal of Finance, American Finance Association, vol. 55(4), pages 1655-1695, August.
    9. Dahlquist, Magnus & Engström, Stefan & Söderlind, Paul, 2000. "Performance and Characteristics of Swedish Mutual Funds," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 35(3), pages 409-423, September.
    10. 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.
    11. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    12. Daniel, Kent, et al, 1997. "Measuring Mutual Fund Performance with Characteristic-Based Benchmarks," Journal of Finance, American Finance Association, vol. 52(3), pages 1035-1058, July.
    13. Banker, Rajiv D. & Chang, Hsihui & Janakiraman, Surya N. & Konstans, Constantine, 2004. "A balanced scorecard analysis of performance metrics," European Journal of Operational Research, Elsevier, vol. 154(2), pages 423-436, April.
    14. De Bondt, Werner F M & Thaler, Richard H, 1987. "Further Evidence on Investor Overreaction and Stock Market Seasonalit y," Journal of Finance, American Finance Association, vol. 42(3), pages 557-581, July.
    15. 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.
    16. 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.
    17. De Bondt, Werner F M & Thaler, Richard, 1985. "Does the Stock Market Overreact?," Journal of Finance, American Finance Association, vol. 40(3), pages 793-805, July.
    18. Edwin J. Elton & Martin J. Gruber & Christopher R. Blake, 2012. "Does Mutual Fund Size Matter? The Relationship Between Size and Performance," The Review of Asset Pricing Studies, Society for Financial Studies, vol. 2(1), pages 31-55.
    19. Prather, Laurie & Bertin, William J. & Henker, Thomas, 2004. "Mutual fund characteristics, managerial attributes, and fund performance," Review of Financial Economics, Elsevier, vol. 13(4), pages 305-326.
    20. Rajiv Banker & Hsihui Chang & Ram Natarajan, 2007. "Estimating DEA technical and allocative inefficiency using aggregate cost or revenue data," Journal of Productivity Analysis, Springer, vol. 27(2), pages 115-121, April.
    21. Rajiv D. Banker & Ram Natarajan, 2008. "Evaluating Contextual Variables Affecting Productivity Using Data Envelopment Analysis," Operations Research, INFORMS, vol. 56(1), pages 48-58, February.
    22. Miguel A. Ferreira & Aneel Keswani & António F. Miguel & Sofia B. Ramos, 2013. "The Determinants of Mutual Fund Performance: A Cross-Country Study," Review of Finance, European Finance Association, vol. 17(2), pages 483-525.
    23. Kerstens, Kristiaan & Van de Woestyne, Ignace, 2014. "A note on a variant of radial measure capable of dealing with negative inputs and outputs in DEA," European Journal of Operational Research, Elsevier, vol. 234(1), pages 341-342.
    24. Cheng, Gang & Zervopoulos, Panagiotis & Qian, Zhenhua, 2013. "A variant of radial measure capable of dealing with negative inputs and outputs in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 225(1), pages 100-105.
    25. 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.
    26. Martin Eling, 2006. "Performance measurement of hedge funds using data envelopment analysis," Financial Markets and Portfolio Management, Springer;Swiss Society for Financial Market Research, vol. 20(4), pages 442-471, December.
    27. Lamb, John D. & Tee, Kai-Hong, 2012. "Resampling DEA estimates of investment fund performance," European Journal of Operational Research, Elsevier, vol. 223(3), pages 834-841.
    28. A Basso & S Funari, 2003. "Measuring the performance of ethical mutual funds: a DEA approach," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 54(5), pages 521-531, May.
    29. Joshua M. Pollet & Mungo Wilson, 2008. "How Does Size Affect Mutual Fund Behavior?," Journal of Finance, American Finance Association, vol. 63(6), pages 2941-2969, December.
    30. Morey, Matthew R. & Morey, Richard C., 1999. "Mutual fund performance appraisals: a multi-horizon perspective with endogenous benchmarking," Omega, Elsevier, vol. 27(2), pages 241-258, April.
    31. Jegadeesh, Narasimhan & Titman, Sheridan, 1993. "Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency," Journal of Finance, American Finance Association, vol. 48(1), pages 65-91, March.
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