IDEAS home Printed from https://ideas.repec.org/a/wsi/rpbfmp/v19y2016i03ns0219091516500156.html
   My bibliography  Save this article

Heterogeneous Effect of Financial Leverage on Corporate Performance: A Quantile Regression Analysis of Taiwanese Companies

Author

Listed:
  • Yu-Yen Ku

    (Department of Finance, National Chung Cheng University, Chiayi, Taiwan)

  • Tze-Yu Yen

    (Department of Finance, National Chung Cheng University, Chiayi, Taiwan)

Abstract

The effect of financial leverage on corporate performance has been debated. We reexamine the effect by using a sample of 6,630 observations from nonfinancial Taiwanese publicly traded companies during the 2008–2012 period, employing the quantile regression approach and comparing its results with the ones provided by conventional models (least squares and fixed effects). Our empirical results show that the effect of financial leverage on the corporate performance is not homogeneous among various quantile levels: the financial leverage destroys (enhances) companies with low (high) return on equity quantiles. Moreover, the association between leverage and corporate performance is trivial when the mid-range performance quantiles are considered. Our findings are consistent with the results provided by Lee and Li [Lee, BS and M-YL Li (2012). Journal of Banking and Finance, 36, 2157–2173] for U.S. firms. The asymmetric relationship between financial leverage and the corporate performance identified in this study can adequately clarify the debated link between financial leverage and the corporate performance reported in previous empirical studies.

Suggested Citation

  • Yu-Yen Ku & Tze-Yu Yen, 2016. "Heterogeneous Effect of Financial Leverage on Corporate Performance: A Quantile Regression Analysis of Taiwanese Companies," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 19(03), pages 1-33, September.
  • Handle: RePEc:wsi:rpbfmp:v:19:y:2016:i:03:n:s0219091516500156
    DOI: 10.1142/S0219091516500156
    as

    Download full text from publisher

    File URL: http://www.worldscientific.com/doi/abs/10.1142/S0219091516500156
    Download Restriction: Access to full text is restricted to subscribers

    File URL: https://libkey.io/10.1142/S0219091516500156?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. Shleifer, Andrei & Vishny, Robert W, 1992. "Liquidation Values and Debt Capacity: A Market Equilibrium Approach," Journal of Finance, American Finance Association, vol. 47(4), pages 1343-1366, September.
    2. 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.
    3. Kuan, Tsung-Han & Li, Chu-Shiu & Liu, Chwen-Chi, 2012. "Corporate governance and cash holdings: A quantile regression approach," International Review of Economics & Finance, Elsevier, vol. 24(C), pages 303-314.
    4. Gebka, Bartosz & Wohar, Mark E., 2013. "Causality between trading volume and returns: Evidence from quantile regressions," International Review of Economics & Finance, Elsevier, vol. 27(C), pages 144-159.
    5. Nickell, Stephen & Nicolitsas, Daphne, 1999. "How does financial pressure affect firms?," European Economic Review, Elsevier, vol. 43(8), pages 1435-1456, August.
    6. Jermias, Johnny, 2008. "The relative influence of competitive intensity and business strategy on the relationship between financial leverage and performance," The British Accounting Review, Elsevier, vol. 40(1), pages 71-86.
    7. Berger, Allen N. & Bonaccorsi di Patti, Emilia, 2006. "Capital structure and firm performance: A new approach to testing agency theory and an application to the banking industry," Journal of Banking & Finance, Elsevier, vol. 30(4), pages 1065-1102, April.
    8. Roy L. Simerly & Mingfang Li, 2000. "Environmental dynamism, capital structure and performance: a theoretical integration and an empirical test," Strategic Management Journal, Wiley Blackwell, vol. 21(1), pages 31-49, January.
    9. Len Umantsev & Victor Chernozhukov, 2001. "Conditional value-at-risk: Aspects of modeling and estimation," Empirical Economics, Springer, vol. 26(1), pages 271-292.
    10. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    11. Moshe Buchinsky, 1998. "Recent Advances in Quantile Regression Models: A Practical Guideline for Empirical Research," Journal of Human Resources, University of Wisconsin Press, vol. 33(1), pages 88-126.
    12. Ding Du & Pin Ng & Xiaobing Zhao, 2013. "Measuring currency exposure with quantile regression," Review of Quantitative Finance and Accounting, Springer, vol. 41(3), pages 549-566, October.
    13. Fattouh, Bassam & Scaramozzino, Pasquale & Harris, Laurence, 2005. "Capital structure in South Korea: a quantile regression approach," Journal of Development Economics, Elsevier, vol. 76(1), pages 231-250, February.
    14. Ivan A. Canay, 2011. "A simple approach to quantile regression for panel data," Econometrics Journal, Royal Economic Society, vol. 14(3), pages 368-386, October.
    15. Stulz, ReneM., 1990. "Managerial discretion and optimal financing policies," Journal of Financial Economics, Elsevier, vol. 26(1), pages 3-27, July.
    16. Neykov, N.M. & Čížek, P. & Filzmoser, P. & Neytchev, P.N., 2012. "The least trimmed quantile regression," Computational Statistics & Data Analysis, Elsevier, vol. 56(6), pages 1757-1770.
    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. Majumdar, Sumit K & Chhibber, Pradeep, 1999. "Capital Structure and Performance: Evidence from a Transition Economy on an Aspect of Corporate Governance," Public Choice, Springer, vol. 98(3-4), pages 287-305, March.
    19. 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.
    20. Gleason, Kimberly C. & Mathur, Lynette Knowles & Mathur, Ike, 2000. "The Interrelationship between Culture, Capital Structure, and Performance: Evidence from European Retailers," Journal of Business Research, Elsevier, vol. 50(2), pages 185-191, November.
    21. Jensen, Michael C, 1986. "Agency Costs of Free Cash Flow, Corporate Finance, and Takeovers," American Economic Review, American Economic Association, vol. 76(2), pages 323-329, May.
    22. Tae-Hwan Kim & Christophe Muller, 2004. "Two-stage quantile regression when the first stage is based on quantile regression," Econometrics Journal, Royal Economic Society, vol. 7(1), pages 218-231, June.
    23. William Ruland & Ping Zhou, 2005. "Debt, Diversification, and Valuation," Review of Quantitative Finance and Accounting, Springer, vol. 25(3), pages 277-291, November.
    24. Li, Ming-Yuan Leon, 2009. "Value or volume strategy?," Finance Research Letters, Elsevier, vol. 6(4), pages 210-218, December.
    25. Alex Coad & Rekha Rao, 2006. "Innovation and market value: a quantile regression analysis," Economics Bulletin, AccessEcon, vol. 15(13), pages 1-10.
    26. King, Michael R. & Santor, Eric, 2008. "Family values: Ownership structure, performance and capital structure of Canadian firms," Journal of Banking & Finance, Elsevier, vol. 32(11), pages 2423-2432, November.
    27. Manski, Charles F., 1985. "Semiparametric analysis of discrete response : Asymptotic properties of the maximum score estimator," Journal of Econometrics, Elsevier, vol. 27(3), pages 313-333, March.
    28. Gregory Kordas, 2006. "Smoothed binary regression quantiles," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 21(3), pages 387-407.
    29. 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.
    30. Sula, Ozan, 2011. "Demand for international reserves in developing nations: A quantile regression approach," Journal of International Money and Finance, Elsevier, vol. 30(5), pages 764-777, September.
    31. Conley, Timothy G. & Galenson, David W., 1998. "Nativity and Wealth in Mid-Nineteenth-Century Cities," The Journal of Economic History, Cambridge University Press, vol. 58(2), pages 468-493, June.
    32. Moshe Buchinsky, 1998. "The dynamics of changes in the female wage distribution in the USA: a quantile regression approach," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 13(1), pages 1-30.
    33. 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.
    34. Myers, Stewart C., 1977. "Determinants of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 5(2), pages 147-175, November.
    35. Kato, Kengo & F. Galvao, Antonio & Montes-Rojas, Gabriel V., 2012. "Asymptotics for panel quantile regression models with individual effects," Journal of Econometrics, Elsevier, vol. 170(1), pages 76-91.
    36. Wruck, Karen Hopper, 1990. "Financial distress, reorganization, and organizational efficiency," Journal of Financial Economics, Elsevier, vol. 27(2), pages 419-444, October.
    37. Ghosh, Dilip K, 1992. "Optimum Capital Structure Redefined," The Financial Review, Eastern Finance Association, vol. 27(3), pages 411-429, August.
    38. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    39. Chamberlain, G., 1991. "Quantile Regression, Censoring, And The Structure Of Wages," Harvard Institute of Economic Research Working Papers 1558, Harvard - Institute of Economic Research.
    40. Harris, Milton & Raviv, Artur, 1991. "The Theory of Capital Structure," Journal of Finance, American Finance Association, vol. 46(1), pages 297-355, March.
    41. Gregor Andrade & Steven N. Kaplan, 1998. "How Costly is Financial (Not Economic) Distress? Evidence from Highly Leveraged Transactions that Became Distressed," Journal of Finance, American Finance Association, vol. 53(5), pages 1443-1493, October.
    42. Buchinsky, Moshe, 1994. "Changes in the U.S. Wage Structure 1963-1987: Application of Quantile Regression," Econometrica, Econometric Society, vol. 62(2), pages 405-458, March.
    43. Laurent Weill, 2008. "Leverage and Corporate Performance: Does Institutional Environment Matter?," Small Business Economics, Springer, vol. 30(3), pages 251-265, March.
    44. Saibal Ghosh, 2008. "Leverage, foreign borrowing and corporate performance: firm-level evidence for India," Applied Economics Letters, Taylor & Francis Journals, vol. 15(8), pages 607-616.
    45. LI, Tao & SUN, Laixiang & ZOU, Liang, 2009. "State ownership and corporate performance: A quantile regression analysis of Chinese listed companies," China Economic Review, Elsevier, vol. 20(4), pages 703-716, December.
    46. Mashayekhi, Bita & Bazaz, Mohammad S., 2008. "Corporate Governance and Firm Performance in Iran," Journal of Contemporary Accounting and Economics, Elsevier, vol. 4(2), pages 156-172.
    47. Warner, Jerold B, 1977. "Bankruptcy Costs: Some Evidence," Journal of Finance, American Finance Association, vol. 32(2), pages 337-347, May.
    48. Buchinsky, Moshe, 1995. "Estimating the asymptotic covariance matrix for quantile regression models a Monte Carlo study," Journal of Econometrics, Elsevier, vol. 68(2), pages 303-338, August.
    49. Paul A. Phillips & Mehmet A. Sipahioglu, 2004. "Performance implications of capital structure: evidence from quoted UK organisations with hotel interests," The Service Industries Journal, Taylor & Francis Journals, vol. 24(5), pages 31-51, September.
    50. Roger Koenker & Kevin F. Hallock, 2001. "Quantile Regression," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 143-156, Fall.
    51. 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.
    52. Opler, Tim C & Titman, Sheridan, 1994. "Financial Distress and Corporate Performance," Journal of Finance, American Finance Association, vol. 49(3), pages 1015-1040, July.
    53. Alex Huang, 2013. "Value at risk estimation by quantile regression and kernel estimator," Review of Quantitative Finance and Accounting, Springer, vol. 41(2), pages 225-251, August.
    54. Aivazian, Varouj A. & Ge, Ying & Qiu, Jiaping, 2005. "The impact of leverage on firm investment: Canadian evidence," Journal of Corporate Finance, Elsevier, vol. 11(1-2), pages 277-291, March.
    55. Ya-Hui Wang & Chien-Tai Wu, 2004. "The Share Price Responses and Determinants of Strategic Alliances in Taiwan's High-Tech Industry: A Quantile Regression Approach," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 7(03), pages 355-378.
    56. Hu, Jin-Li & Yu, Hsueh-E, 2014. "Risk management in life insurance companies: Evidence from Taiwan," The North American Journal of Economics and Finance, Elsevier, vol. 29(C), pages 185-199.
    57. Pushner, George M., 1995. "Equity ownership structure, leverage, and productivity: Empirical evidence from Japan," Pacific-Basin Finance Journal, Elsevier, vol. 3(2-3), pages 241-255, July.
    58. Bhagat, Sanjai & Bolton, Brian, 2008. "Corporate governance and firm performance," Journal of Corporate Finance, Elsevier, vol. 14(3), pages 257-273, June.
    59. Chung-Jian Huang & Chau-Jung Kao & So-De Shyu & Chao-Hung Yu, 2011. "Transfer Pricing of Taiwan's Listing/OTC Enterprises Between Mainland China and Taiwan: Quantile Regression Analysis," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 14(01), pages 129-151.
    60. Margaritis, Dimitris & Psillaki, Maria, 2010. "Capital structure, equity ownership and firm performance," Journal of Banking & Finance, Elsevier, vol. 34(3), pages 621-632, March.
    61. Manski, Charles F., 1975. "Maximum score estimation of the stochastic utility model of choice," Journal of Econometrics, Elsevier, vol. 3(3), pages 205-228, August.
    62. Srinivasan Balakrishnan & Isaac Fox, 1993. "Abstract," Strategic Management Journal, Wiley Blackwell, vol. 14(1), pages 3-16, January.
    63. Nickell, Stephen & Nicolitsas, Daphne & Dryden, Neil, 1997. "What makes firms perform well?," European Economic Review, Elsevier, vol. 41(3-5), pages 783-796, April.
    64. Chernozhukov, Victor & Hansen, Christian, 2006. "Instrumental quantile regression inference for structural and treatment effect models," Journal of Econometrics, Elsevier, vol. 132(2), pages 491-525, June.
    65. McConnell, John J. & Servaes, Henri, 1995. "Equity ownership and the two faces of debt," Journal of Financial Economics, Elsevier, vol. 39(1), pages 131-157, September.
    66. Chinmoy Ghosh & Raja Nag & C. F. Sirmans, 2000. "The Pricing of Seasoned Equity Offerings: Evidence from REITs," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 28(3), pages 363-384.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Galina Besstremyannaya & Sergei Golovan, 2019. "Reconsideration of a simple approach to quantile regression for panel data: a comment on the Canay (2011) fixed effects estimator," Working Papers w0249, New Economic School (NES).
    2. Shu-Fen Chuah & Swee-Sim Foong, 2019. "Managerial Ability and Firm Performance in Malaysia: Do Familiness and Foreignness of the CEOs Matter?," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 22(03), pages 1-31, September.
    3. Galina Besstremyannaya & Sergei Golovan, 2019. "Reconsideration of a simple approach to quantile regression for panel data: a comment on the Canay (2011) fixed effects estimator," Working Papers w0249, Center for Economic and Financial Research (CEFIR).

    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. Fosu, Samuel, 2013. "Capital structure, product market competition and firm performance: Evidence from South Africa," The Quarterly Review of Economics and Finance, Elsevier, vol. 53(2), pages 140-151.
    2. Hayam Wahba, 2014. "Capital structure, managerial ownership and firm performance: evidence from Egypt," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 18(4), pages 1041-1061, November.
    3. Mazen Kebewar, 2012. "La structure du capital et la profitabilité : Une étude empirique sur données de panel françaises," Working Papers hal-00751211, HAL.
    4. Le, Thi Phuong Vy & Phan, Thi Bich Nguyet, 2017. "Capital structure and firm performance: Empirical evidence from a small transition country," Research in International Business and Finance, Elsevier, vol. 42(C), pages 710-726.
    5. Mahmoud Al-Rdaydeh & Ammar Yaser Almansour & Mohammad Ahmad Al-Omari, 2018. "Moderating effect of competitive strategies on the relation between financial leverage and firm performance: evidence from Jordan," Business and Economic Horizons (BEH), Prague Development Center, vol. 14(3), pages 626-641, June.
    6. V L Miguéis & D F Benoit & D Van den Poel, 2013. "Enhanced decision support in credit scoring using Bayesian binary quantile regression," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 64(9), pages 1374-1383, September.
    7. Mateja Gabrijelčič & Uroš Herman & Andreja Lenarčič, 2016. "Firm Performance and (Foreign) Debt Financing before and during the Crisis: Evidence from Firm-Level Data," Working Papers 15, European Stability Mechanism.
    8. Omer Bagais & Khaled Aljaaidi & Abdulaziz Alothman, 2021. "An Empirical Investigation of the Associations of Short and Long Debt Policies with Economic Values of Energy Sector," International Journal of Energy Economics and Policy, Econjournals, vol. 11(1), pages 249-254.
    9. M N, Nikhil & S Shenoy, Sandeep & Chakraborty, Suman & B M, Lithin, 2023. "Is the Nexus Between Capital Structure and Firm Performance Asymmetric? An Emerging Market Perspective," MPRA Paper 119669, University Library of Munich, Germany, revised 17 Nov 2023.
    10. Hanousek, Jan & Kočenda, Evžen & Shamshur, Anastasiya, 2015. "Corporate efficiency in Europe," Journal of Corporate Finance, Elsevier, vol. 32(C), pages 24-40.
    11. Hoang Thi Thanh Hang, 2015. "The Effect of Capital Structure on Corporate Performance: Evidence in Vietnam," International Journal of Business and Administrative Studies, Professor Dr. Bahaudin G. Mujtaba, vol. 1(2), pages 68-77.
    12. Margaritis, Dimitris & Psillaki, Maria, 2010. "Capital structure, equity ownership and firm performance," Journal of Banking & Finance, Elsevier, vol. 34(3), pages 621-632, March.
    13. Samuel Fosu, 2013. "Capital Structure, Product Market Competition and Firm Performance: Evidence from South Africa," Discussion Papers in Economics 13/11, Division of Economics, School of Business, University of Leicester.
    14. Fattouh, Bassam & Scaramozzino, Pasquale & Harris, Laurence, 2005. "Capital structure in South Korea: a quantile regression approach," Journal of Development Economics, Elsevier, vol. 76(1), pages 231-250, February.
    15. 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.
    16. Hani El-Chaarani, 2015. "The Impact of Financial and Legal Structures on the Performance of European Listed Firms," The International Journal of Business and Finance Research, The Institute for Business and Finance Research, vol. 9(2), pages 39-52.
    17. Muhammad Akhtar & Kong Yusheng & Muhammad Haris & Qurat Ul Ain & Hafiz Mustansar Javaid, 2022. "Impact of financial leverage on sustainable growth, market performance, and profitability," Economic Change and Restructuring, Springer, vol. 55(2), pages 737-774, May.
    18. Darush Yazdanfar & Peter Öhman, 2015. "Debt financing and firm performance: an empirical study based on Swedish data," Journal of Risk Finance, Emerald Group Publishing, vol. 16(1), pages 102-118, January.
    19. González, Víctor M., 2013. "Leverage and corporate performance: International evidence," International Review of Economics & Finance, Elsevier, vol. 25(C), pages 169-184.
    20. Lukman Adebayo Oke & Daud Omotosho Saheed & Yusuf Olamilekan Quadri, 2019. "An Empirical Analysis Of Corporate Capital Structure And Financial Performance Of Listed Conglomerates In Nigeria," Copernican Journal of Finance & Accounting, Uniwersytet Mikolaja Kopernika, vol. 8(3), pages 95-114.

    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:wsi:rpbfmp:v:19:y:2016:i:03:n:s0219091516500156. 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: Tai Tone Lim (email available below). General contact details of provider: http://www.worldscinet.com/rpbfmp/rpbfmp.shtml .

    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.