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Decomposing Performance

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  • Hoechle, Daniel
  • Schmid, Markus
  • Zimmermann, Heinz

Abstract

We present a new methodology for decomposing the (risk-adjusted) performance in empirical finance. Our technique offers the same straightforward economic intuition and all the statistical benefits of the portfolio sorts approach, in particular robustness to cross-sectional correlation, and in addition resolves the major drawbacks of portfolio sorts. Most importantly, our regression-based methodology handles multiple dimensions and continuous firm, fund, or investor characteristics. Moreover, the technique allows for relying on standard Wald-tests as an alternative to the popular Gibbons, Ross, and Shanken (1989) test. We illustrate our methodology with an asset pricing application and a long-horizon event study.

Suggested Citation

  • Hoechle, Daniel & Schmid, Markus & Zimmermann, Heinz, 2012. "Decomposing Performance," Working Papers on Finance 1216, University of St. Gallen, School of Finance, revised Nov 2015.
    • Handle: RePEc:usg:sfwpfi:2012:16
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    References listed on IDEAS

    as
    1. Mitchell, Mark L & Stafford, Erik, 2000. "Managerial Decisions and Long-Term Stock Price Performance," The Journal of Business, University of Chicago Press, vol. 73(3), pages 287-329, July.
    2. Zoran Ivković & Scott Weisbenner, 2005. "Local Does as Local Is: Information Content of the Geography of Individual Investors' Common Stock Investments," Journal of Finance, American Finance Association, vol. 60(1), pages 267-306, February.
    3. Bong‐Chan Kho & René M. Stulz & Francis E. Warnock, 2009. "Financial Globalization, Governance, and the Evolution of the Home Bias," Journal of Accounting Research, Wiley Blackwell, vol. 47(2), pages 597-635, May.
    4. Daniel Dorn & Gur Huberman, 2005. "Talk and Action: What Individual Investors Say and What They Do," Review of Finance, Springer, vol. 9(4), pages 437-481, December.
    5. James M. Poterba, 2004. "Impact of population aging on financial markets in developed countries," Economic Review, Federal Reserve Bank of Kansas City, vol. 89(Q IV), pages 43-53.
    6. 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.
    7. Fama, Eugene F., 1998. "Market efficiency, long-term returns, and behavioral finance," Journal of Financial Economics, Elsevier, vol. 49(3), pages 283-306, September.
    8. Warren Bailey & Alok Kumar & David Ng, 2008. "Foreign Investments of U.S. Individual Investors: Causes and Consequences," Management Science, INFORMS, vol. 54(3), pages 443-459, March.
    9. Marcin Kacperczyk & Clemens Sialm & Lu Zheng, 2008. "Unobserved Actions of Mutual Funds," The Review of Financial Studies, Society for Financial Studies, vol. 21(6), pages 2379-2416, November.
    10. Jaffe, Jeffrey F, 1974. "Special Information and Insider Trading," The Journal of Business, University of Chicago Press, vol. 47(3), pages 410-428, July.
    11. Daniel Dorn & Gur Huberman & Paul Sengmueller, 2008. "Correlated Trading and Returns," Journal of Finance, American Finance Association, vol. 63(2), pages 885-920, April.
    12. Vogelsang, Timothy J., 2012. "Heteroskedasticity, autocorrelation, and spatial correlation robust inference in linear panel models with fixed-effects," Journal of Econometrics, Elsevier, vol. 166(2), pages 303-319.
    13. Paul A. Gompers & Josh Lerner, 2003. "The Really Long‐Run Performance of Initial Public Offerings: The Pre‐Nasdaq Evidence," Journal of Finance, American Finance Association, vol. 58(4), pages 1355-1392, August.
    14. James M. Poterba, 2004. "The impact of population aging on financial markets," Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, issue Aug, pages 163-216.
    15. Michael Hertzel & Michael Lemmon & James S. Linck & Lynn Rees, 2002. "Long‐Run Performance following Private Placements of Equity," Journal of Finance, American Finance Association, vol. 57(6), pages 2595-2617, December.
    16. Zoran Ivković & James Poterba & Scott Weisbenner, 2005. "Tax-Motivated Trading by Individual Investors," American Economic Review, American Economic Association, vol. 95(5), pages 1605-1630, December.
    17. 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.
    18. repec:bla:jfinan:v:53:y:1998:i:2:p:467-498 is not listed on IDEAS
    19. Ivković, Zoran & Sialm, Clemens & Weisbenner, Scott, 2008. "Portfolio Concentration and the Performance of Individual Investors," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 43(3), pages 613-655, September.
    20. Anders Anderson, 2007. "All Guts, No Glory: Trading and Diversification among Online Investors," European Financial Management, European Financial Management Association, vol. 13(3), pages 448-471, June.
    21. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," The Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
    22. John C. Driscoll & Aart C. Kraay, 1998. "Consistent Covariance Matrix Estimation With Spatially Dependent Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 549-560, November.
    23. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    24. Brad M. Barber & Terrance Odean, 2000. "Trading Is Hazardous to Your Wealth: The Common Stock Investment Performance of Individual Investors," Journal of Finance, American Finance Association, vol. 55(2), pages 773-806, April.
    25. French, Kenneth R & Poterba, James M, 1991. "Investor Diversification and International Equity Markets," American Economic Review, American Economic Association, vol. 81(2), pages 222-226, May.
    26. William Fung & David A. Hsieh & Narayan Y. Naik & Tarun Ramadorai, 2008. "Hedge Funds: Performance, Risk, and Capital Formation," Journal of Finance, American Finance Association, vol. 63(4), pages 1777-1803, August.
    27. Brad M. Barber & Terrance Odean, 2001. "Boys will be Boys: Gender, Overconfidence, and Common Stock Investment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(1), pages 261-292.
    28. George M Korniotis & Alok Kumar, 2011. "Do Older Investors Make Better Investment Decisions?," The Review of Economics and Statistics, MIT Press, vol. 93(1), pages 244-265, February.
    29. Brad M. Barber & Terrance Odean, 2002. "Online Investors: Do the Slow Die First?," The Review of Financial Studies, Society for Financial Studies, vol. 15(2), pages 455-488, March.
    30. Leslie A. Jeng & Andrew Metrick & Richard Zeckhauser, 2003. "Estimating the Returns to Insider Trading: A Performance-Evaluation Perspective," The Review of Economics and Statistics, MIT Press, vol. 85(2), pages 453-471, May.
    31. Ferson, Wayne E & Schadt, Rudi W, 1996. "Measuring Fund Strategy and Performance in Changing Economic Conditions," Journal of Finance, American Finance Association, vol. 51(2), pages 425-461, June.
    32. Daniel Hoechle, 2007. "Robust standard errors for panel regressions with cross-sectional dependence," Stata Journal, StataCorp LP, vol. 7(3), pages 281-312, September.
    33. Massimo Massa & Andrei Simonov, 2006. "Hedging, Familiarity and Portfolio Choice," The Review of Financial Studies, Society for Financial Studies, vol. 19(2), pages 633-685.
    34. Shorrocks, A F, 1975. "The Age-Wealth Relationship: A Cross-Section and Cohort Analysis," The Review of Economics and Statistics, MIT Press, vol. 57(2), pages 155-163, May.
    35. White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-838, May.
    36. James M. Poterba, 2001. "Demographic Structure And Asset Returns," The Review of Economics and Statistics, MIT Press, vol. 83(4), pages 565-584, November.
    37. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    38. Donald B. Keim & Ananth Madhavan, "undated". "The Cost of Institutional Equity Trades," Rodney L. White Center for Financial Research Working Papers 08-98, Wharton School Rodney L. White Center for Financial Research.
    39. repec:bla:jfinan:v:59:y:2004:i:5:p:2117-2144 is not listed on IDEAS
    40. Arellano, M, 1987. "Computing Robust Standard Errors for Within-Groups Estimators," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 49(4), pages 431-434, November.
    41. Newey, Whitney & West, Kenneth, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    42. John D. Lyon & Brad M. Barber & Chih‐Ling Tsai, 1999. "Improved Methods for Tests of Long‐Run Abnormal Stock Returns," Journal of Finance, American Finance Association, vol. 54(1), pages 165-201, February.
    43. Ozgur S. Ince & R. Burt Porter, 2006. "Individual Equity Return Data From Thomson Datastream: Handle With Care!," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 29(4), pages 463-479, December.
    44. Mandelker, Gershon, 1974. "Risk and return: The case of merging firms," Journal of Financial Economics, Elsevier, vol. 1(4), pages 303-335, December.
    45. Fama, Eugene F & MacBeth, James D, 1973. "Risk, Return, and Equilibrium: Empirical Tests," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 607-636, May-June.
    46. repec:fth:pennfi:68 is not listed on IDEAS
    47. Terrance Odean, 1999. "Do Investors Trade Too Much?," American Economic Review, American Economic Association, vol. 89(5), pages 1279-1298, December.
    48. Feng, Lei & Seasholes, Mark S., 2008. "Individual investors and gender similarities in an emerging stock market," Pacific-Basin Finance Journal, Elsevier, vol. 16(1-2), pages 44-60, January.
    49. Loughran, Tim & Ritter, Jay R., 2000. "Uniformly least powerful tests of market efficiency," Journal of Financial Economics, Elsevier, vol. 55(3), pages 361-389, March.
    50. Alok Kumar & Charles M.C. Lee, 2006. "Retail Investor Sentiment and Return Comovements," Journal of Finance, American Finance Association, vol. 61(5), pages 2451-2486, October.
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    More about this item

    Keywords

    Performance measurement; Alpha decomposition; Portfolio sorts; Fama-French model.;
    All these keywords.

    JEL classification:

    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • D1 - Microeconomics - - Household Behavior

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