IDEAS home Printed from https://ideas.repec.org/a/eee/jbfina/v36y2012i7p2157-2173.html
   My bibliography  Save this article

Diversification and risk-adjusted performance: A quantile regression approach

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0378426612000829
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jbankfin.2012.03.020?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. 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.
    2. 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.
    3. 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.
    4. 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.
    5. 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.
    6. repec:bla:jfinan:v:59:y:2004:i:2:p:507-535 is not listed on IDEAS
    7. 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.
    8. Stulz, ReneM., 1990. "Managerial discretion and optimal financing policies," Journal of Financial Economics, Elsevier, vol. 26(1), pages 3-27, July.
    9. 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.
    10. 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.
    11. 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.
    12. 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.
    13. 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.
    14. 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.
    15. 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.
    16. 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.
    17. 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.
    18. 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.
    19. Paul Gompers & Joy Ishii & Andrew Metrick, 2003. "Corporate Governance and Equity Prices," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(1), pages 107-156.
    20. 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.
    21. 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.
    22. 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.
    23. Amanda Gosling & Stephen Machin & Costas Meghir, 2000. "The Changing Distribution of Male Wages in the U.K," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 67(4), pages 635-666.
    24. 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.
    25. repec:zbw:bofitp:2010_004 is not listed on IDEAS
    26. 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..
    27. 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.
    28. Xiaoquan Jiang & Bong-Soo Lee, 2006. "The Dynamic Relation Between Returns and Idiosyncratic Volatility," Financial Management, Financial Management Association, vol. 35(2), Summer.
    29. 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.
    30. 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.
    31. Jose Manuel Campa & Simi Kedia, 2002. "Explaining the Diversification Discount," Journal of Finance, American Finance Association, vol. 57(4), pages 1731-1762, August.
    32. 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.
    33. 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.
    34. 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.
    35. 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.
    36. 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.
    37. 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.
    38. Huang, Guihai & Song, Frank M., 2006. "The determinants of capital structure: Evidence from China," China Economic Review, Elsevier, vol. 17(1), pages 14-36.
    39. 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.
    40. 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.
    41. 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.
    42. Nicholas Barberis & Ming Huang, 2001. "Mental Accounting, Loss Aversion, and Individual Stock Returns," NBER Working Papers 8190, National Bureau of Economic Research, Inc.
    43. Belén Villalonga, 2004. "Does Diversification Cause the "Diversification Discount"?," Financial Management, Financial Management Association, vol. 33(2), Summer.
    44. Cheng, Shijun, 2008. "Board size and the variability of corporate performance," Journal of Financial Economics, Elsevier, vol. 87(1), pages 157-176, January.
    45. 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.
    46. 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.
    47. 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.
    48. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    49. Buti,Marco & Deroose,Servaas & Gaspar,Vitor & Martins,João Nogueira (ed.), 2010. "The Euro," Cambridge Books, Cambridge University Press, number 9789279098420, September.
    50. 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.
    51. 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.
    52. 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.
    53. 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.
    54. 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.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Andreou, Panayiotis C. & Doukas, John A. & Koursaros, Demetris & Louca, Christodoulos, 2019. "Valuation effects of overconfident CEOs on corporate diversification and refocusing decisions," Journal of Banking & Finance, Elsevier, vol. 100(C), pages 182-204.
    2. Stefan Erdorf & Thomas Hartmann-Wendels & Nicolas Heinrichs & Michael Matz, 2013. "Corporate diversification and firm value: a survey of recent literature," Financial Markets and Portfolio Management, Springer;Swiss Society for Financial Market Research, vol. 27(2), pages 187-215, June.
    3. Patrick Bielstein & Mario Fischer & Christoph Kaserer, 2018. "The cost of capital effect of M&A transactions: Disentangling coinsurance from the diversification discount," European Financial Management, European Financial Management Association, vol. 24(4), pages 650-679, September.
    4. Hoechle, Daniel & Schmid, Markus & Walter, Ingo & Yermack, David, 2012. "How much of the diversification discount can be explained by poor corporate governance?," Journal of Financial Economics, Elsevier, vol. 103(1), pages 41-60.
    5. Thomas R. Berry-Stölzle & Robert E. Hoyt & Sabine Wende, 2013. "Capital Market Development, Competition, Property Rights, and the Value of Insurer Product-Line Diversification: A Cross-Country Analysis," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 80(2), pages 423-459, June.
    6. 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.
    7. Christian Espinosa & Carlos Maquieira & Joao Paulo Vieito, 2012. "Does corporate diversication create value in south america? The chilean case," Working Papers 38, Facultad de Economía y Empresa, Universidad Diego Portales.
    8. Ma. Belén Lozano García & Alberto de Miguel Hidalgo & Diana Monserrat Ríos Rodríguez, 2013. "Responsible Diversification: Knowing Enough About Diversification To Do It Responsibly: Motives, Measures And Consequences," Annales Universitatis Apulensis Series Oeconomica, Faculty of Sciences, "1 Decembrie 1918" University, Alba Iulia, vol. 1(15), pages 1-19.
    9. Xiao, Zhijie & Xu, Lan, 2019. "What do mean impacts miss? Distributional effects of corporate diversification," Journal of Econometrics, Elsevier, vol. 213(1), pages 92-120.
    10. Grass, Gunnar, 2010. "The impact of conglomeration on the option value of equity," Journal of Banking & Finance, Elsevier, vol. 34(12), pages 3010-3024, December.
    11. Bae, Sung C. & Kwon, Taek Ho & Lee, Jang W., 2011. "Does corporate diversification by business groups create value? Evidence from Korean chaebols," Pacific-Basin Finance Journal, Elsevier, vol. 19(5), pages 535-553, November.
    12. Christian Espinosa & Juan Gorigoitía, 2012. "Stability of sovereign risk in the Eurozone through the Lyapunov Exponent," Working Papers 36, Facultad de Economía y Empresa, Universidad Diego Portales.
    13. van Lelyveld, Iman & Knot, Klaas, 2009. "Do financial conglomerates create or destroy value? Evidence for the EU," Journal of Banking & Finance, Elsevier, vol. 33(12), pages 2312-2321, December.
    14. Hovakimian, Gayané, 2016. "Excess value and restructurings by diversified firms," Journal of Banking & Finance, Elsevier, vol. 71(C), pages 1-19.
    15. Laeven, Luc & Levine, Ross, 2007. "Is there a diversification discount in financial conglomerates?," Journal of Financial Economics, Elsevier, vol. 85(2), pages 331-367, August.
    16. de Andrés, Pablo & de la Fuente, Gabriel & Velasco, Pilar, 2017. "Does it really matter how a firm diversifies? Assets-in-place diversification versus growth options diversification," Journal of Corporate Finance, Elsevier, vol. 43(C), pages 316-339.
    17. Jandik, Tomas & Makjija, Anil K., 2004. "Can Diversification Create Value? Evidence from the Electric Utility Industry," Working Paper Series 2005-7, Ohio State University, Charles A. Dice Center for Research in Financial Economics.
    18. Fuente, Gabriel de la & Velasco, Pilar, 2020. "Capital structure and corporate diversification: Is debt a panacea for the diversification discount?," Journal of Banking & Finance, Elsevier, vol. 111(C).
    19. Aivazian, Varouj A. & Qiu, Jiaping & Rahaman, Mohammad M., 2015. "Bank loan contracting and corporate diversification: Does organizational structure matter to lenders?," Journal of Financial Intermediation, Elsevier, vol. 24(2), pages 252-282.
    20. Dey, Tania & Banerjee, Rajabrata, 2011. "Can Corporate Diversification Promote Firm Value? A Survey," MPRA Paper 28928, University Library of Munich, Germany.

    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

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jbfina:v:36:y:2012:i:7:p:2157-2173. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jbf .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.