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Diversification and risk-adjusted performance: A quantile regression approach

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  • Lee, Bong Soo
  • Li, Ming-Yuan Leon

Abstract

The effect of diversification on firm performance has been debated. We reexamine the effect using a sample of 44,248 observations of non-financial US firms for the 1997–2009 period employing the quantile regression approach. Our empirical results show that the effect of diversification on firm performance is not homogeneous across various quantile levels: the diversification discount (premium) shows up in firms with high (low) RoE quantiles. Further, we find that diversification affects firm risk as well. Therefore, we consider a risk-adjusted performance measure and find that both diversification discount and premium disappear, which is consistent with the risk-return trade-off principle.

Suggested Citation

  • Lee, Bong Soo & Li, Ming-Yuan Leon, 2012. "Diversification and risk-adjusted performance: A quantile regression approach," Journal of Banking & Finance, Elsevier, vol. 36(7), pages 2157-2173.
  • Handle: RePEc:eee:jbfina:v:36:y:2012:i:7:p:2157-2173
    DOI: 10.1016/j.jbankfin.2012.03.020
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    as
    1. Fama, Eugene F & French, Kenneth R, 1992. "The Cross-Section of Expected Stock Returns," Journal of Finance, American Finance Association, vol. 47(2), pages 427-465, June.
    2. Lakonishok, Josef & Shleifer, Andrei & Vishny, Robert W, 1994. "Contrarian Investment, Extrapolation, and Risk," Journal of Finance, American Finance Association, vol. 49(5), pages 1541-1578, December.
    3. Xiaoquan Jiang & Bong‐Soo Lee, 2006. "The Dynamic Relation Between Returns and Idiosyncratic Volatility," Financial Management, Financial Management Association International, vol. 35(2), pages 43-65, June.
    4. Ali Ataullah & Andrew Higson & Mark Tippett, 2007. "The Distributional Properties of the Debt to Equity Ratio: Some Implications for Empirical Research," Abacus, Accounting Foundation, University of Sydney, vol. 43(2), pages 111-135, June.
    5. Huang, Guihai & Song, Frank M., 2006. "The determinants of capital structure: Evidence from China," China Economic Review, Elsevier, vol. 17(1), pages 14-36.
    6. Vojislav Maksimovic & Gordon Phillips, 2002. "Do Conglomerate Firms Allocate Resources Inefficiently Across Industries? Theory and Evidence," Journal of Finance, American Finance Association, vol. 57(2), pages 721-767, April.
    7. Lawrence Brown & Marcus Caylor, 2009. "Corporate governance and firm operating performance," Review of Quantitative Finance and Accounting, Springer, vol. 32(2), pages 129-144, February.
    8. Stiroh, Kevin J. & Rumble, Adrienne, 2006. "The dark side of diversification: The case of US financial holding companies," Journal of Banking & Finance, Elsevier, vol. 30(8), pages 2131-2161, August.
    9. Glaser, Markus & Müller, Sebastian, 2010. "Is the diversification discount caused by the book value bias of debt?," Journal of Banking & Finance, Elsevier, vol. 34(10), pages 2307-2317, October.
    10. Stephen Brown & William Goetzmann & Bing Liang & Christopher Schwarz, 2008. "Mandatory Disclosure and Operational Risk: Evidence from Hedge Fund Registration," Journal of Finance, American Finance Association, vol. 63(6), pages 2785-2815, December.
    11. Joao Gomes & Dmitry Livdan, 2004. "Optimal Diversification: Reconciling Theory and Evidence," Journal of Finance, American Finance Association, vol. 59(2), pages 507-535, April.
    12. Berger, Allen N. & Hasan, Iftekhar & Zhou, Mingming, 2010. "The effects of focus versus diversification on bank performance: Evidence from Chinese banks," Journal of Banking & Finance, Elsevier, vol. 34(7), pages 1417-1435, July.
    13. Paul Gompers & Joy Ishii & Andrew Metrick, 2003. "Corporate Governance and Equity Prices," The Quarterly Journal of Economics, Oxford University Press, vol. 118(1), pages 107-156.
    14. Stulz, ReneM., 1990. "Managerial discretion and optimal financing policies," Journal of Financial Economics, Elsevier, vol. 26(1), pages 3-27, July.
    15. Tarun Khanna & Krishna Palepu, 2000. "Is Group Affiliation Profitable in Emerging Markets? An Analysis of Diversified Indian Business Groups," Journal of Finance, American Finance Association, vol. 55(2), pages 867-891, April.
    16. 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.
    17. Robert F. Engle & Simone Manganelli, 2004. "CAViaR: Conditional Autoregressive Value at Risk by Regression Quantiles," Journal of Business & Economic Statistics, American Statistical Association, vol. 22, pages 367-381, October.
    18. Li, Ming-Yuan Leon & Miu, Peter, 2010. "A hybrid bankruptcy prediction model with dynamic loadings on accounting-ratio-based and market-based information: A binary quantile regression approach," Journal of Empirical Finance, Elsevier, vol. 17(4), pages 818-833, September.
    19. Jesse Levin, 2001. "For whom the reductions count: A quantile regression analysis of class size and peer effects on scholastic achievement," Empirical Economics, Springer, vol. 26(1), pages 221-246.
    20. Abhirup Chakrabarti & Kulwant Singh & Ishtiaq Mahmood, 2007. "Diversification and performance: evidence from East Asian firms," Strategic Management Journal, Wiley Blackwell, vol. 28(2), pages 101-120, February.
    21. Juan Santalo & Manuel Becerra, 2008. "Competition from Specialized Firms and the Diversification–Performance Linkage," Journal of Finance, American Finance Association, vol. 63(2), pages 851-883, April.
    22. Chuang, Chia-Chang & Kuan, Chung-Ming & Lin, Hsin-Yi, 2009. "Causality in quantiles and dynamic stock return-volume relations," Journal of Banking & Finance, Elsevier, vol. 33(7), pages 1351-1360, July.
    23. Edward I. Altman, 1968. "Financial Ratios, Discriminant Analysis And The Prediction Of Corporate Bankruptcy," Journal of Finance, American Finance Association, vol. 23(4), pages 589-609, September.
    24. Nicholas Barberis & Ming Huang, 2001. "Mental Accounting, Loss Aversion, and Individual Stock Returns," NBER Working Papers 8190, National Bureau of Economic Research, Inc.
    25. Belén Villalonga, 2004. "Does Diversification Cause the "Diversification Discount"?," Financial Management, Financial Management Association, vol. 33(2), Summer.
    26. David Ashton & Paul Dunmore & Mark Tippett, 2004. "Double Entry Bookkeeping and the Distributional Properties of a Firm's Financial Ratios," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 31(5‐6), pages 583-606, June.
    27. Cheng, Shijun, 2008. "Board size and the variability of corporate performance," Journal of Financial Economics, Elsevier, vol. 87(1), pages 157-176, January.
    28. Martin, John D. & Sayrak, Akin, 2003. "Corporate diversification and shareholder value: a survey of recent literature," Journal of Corporate Finance, Elsevier, vol. 9(1), pages 37-57, January.
    29. Edward I. Altman, 1968. "The Prediction Of Corporate Bankruptcy: A Discriminant Analysis," Journal of Finance, American Finance Association, vol. 23(1), pages 193-194, March.
    30. Jose Manuel Campa & Simi Kedia, 2002. "Explaining the Diversification Discount," Journal of Finance, American Finance Association, vol. 57(4), pages 1731-1762, August.
    31. John E. Core & Wayne R. Guay & Tjomme O. Rusticus, 2006. "Does Weak Governance Cause Weak Stock Returns? An Examination of Firm Operating Performance and Investors' Expectations," Journal of Finance, American Finance Association, vol. 61(2), pages 655-687, April.
    32. John R. Graham & Michael L. Lemmon & Jack G. Wolf, 2002. "Does Corporate Diversification Destroy Value?," Journal of Finance, American Finance Association, vol. 57(2), pages 695-720, April.
    33. Gilbert W. Bassett Jr. & Hsiu-Lang Chen, 2001. "Portfolio style: Return-based attribution using quantile regression," Empirical Economics, Springer, vol. 26(1), pages 293-305.
    34. Richard Borghesi & Joel Houston & Andy Naranjo, 2007. "Value, Survival, and the Evolution of Firm Organizational Structure," Financial Management, Financial Management Association International, vol. 36(3), pages 5-31, September.
    35. Merton, Robert C, 1987. "A Simple Model of Capital Market Equilibrium with Incomplete Information," Journal of Finance, American Finance Association, vol. 42(3), pages 483-510, July.
    36. Amanda Gosling & Stephen Machin & Costas Meghir, 2000. "The Changing Distribution of Male Wages in the U.K," Review of Economic Studies, Oxford University Press, vol. 67(4), pages 635-666.
    37. David Ashton & Paul Dunmore & Mark Tippett, 2004. "Double Entry Bookkeeping and the Distributional Properties of a Firm's Financial Ratios," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 31(5-6), pages 583-606.
    38. Cappiello, Lorenzo & Kadareja, Arjan & Manganelli, Simone, 2010. "The Impact of the Euro on Equity Markets," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(2), pages 473-502, April.
    39. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    40. repec:zbw:bofitp:2010_004 is not listed on IDEAS
    41. David J. Teece, 2003. "Towards an Economic Theory of the Multiproduct Firm," World Scientific Book Chapters, in: Essays In Technology Management And Policy Selected Papers of David J Teece, chapter 15, pages 419-446, World Scientific Publishing Co. Pte. Ltd..
    42. Andrew Ang & Robert J. Hodrick & Yuhang Xing & Xiaoyan Zhang, 2006. "The Cross‐Section of Volatility and Expected Returns," Journal of Finance, American Finance Association, vol. 61(1), pages 259-299, February.
    43. Buti,Marco & Deroose,Servaas & Gaspar,Vitor & Martins,João Nogueira (ed.), 2010. "The Euro," Cambridge Books, Cambridge University Press, number 9789279098420.
    44. Xiaoquan Jiang & Bong-Soo Lee, 2006. "The Dynamic Relation Between Returns and Idiosyncratic Volatility," Financial Management, Financial Management Association, vol. 35(2), Summer.
    45. Sattar A. Mansi & David M. Reeb, 2002. "Corporate Diversification: What Gets Discounted?," Journal of Finance, American Finance Association, vol. 57(5), pages 2167-2183, October.
    46. Joshua Angrist & Victor Chernozhukov & Iván Fernández-Val, 2006. "Quantile Regression under Misspecification, with an Application to the U.S. Wage Structure," Econometrica, Econometric Society, vol. 74(2), pages 539-563, March.
    47. Nicholas Barberis & Ming Huang, 2001. "Mental Accounting, Loss Aversion, and Individual Stock Returns," Journal of Finance, American Finance Association, vol. 56(4), pages 1247-1292, August.
    48. Michelle L. Barnes & Anthony W. Hughes, 2002. "A quantile regression analysis of the cross section of stock market returns," Working Papers 02-2, Federal Reserve Bank of Boston.
    49. Servaes, Henri, 1996. "The Value of Diversification during the Conglomerate Merger Wave," Journal of Finance, American Finance Association, vol. 51(4), pages 1201-1225, September.
    50. Fu, Fangjian, 2009. "Idiosyncratic risk and the cross-section of expected stock returns," Journal of Financial Economics, Elsevier, vol. 91(1), pages 24-37, January.
    51. Anthony, Joseph H. & Ramesh, K., 1992. "Association between accounting performance measures and stock prices : A test of the life cycle hypothesis," Journal of Accounting and Economics, Elsevier, vol. 15(2-3), pages 203-227, August.
    52. Meligkotsidou, Loukia & Vrontos, Ioannis D. & Vrontos, Spyridon D., 2009. "Quantile regression analysis of hedge fund strategies," Journal of Empirical Finance, Elsevier, vol. 16(2), pages 264-279, March.
    53. Mitton, Todd & Vorkink, Keith, 2010. "Why Do Firms with Diversification Discounts Have Higher Expected Returns?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(6), pages 1367-1390, December.
    54. Karl Lins & Henri Servaes, 1999. "International Evidence on the Value of Corporate Diversification," Journal of Finance, American Finance Association, vol. 54(6), pages 2215-2239, December.
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    More about this item

    Keywords

    Diversification; Risk-adjusted performance; Quantile regression;
    All these keywords.

    JEL classification:

    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods

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