IDEAS home Printed from https://ideas.repec.org/p/pra/mprapa/62517.html
   My bibliography  Save this paper

Product market performance and capital structure: A Hierarchical Bayesian semi-parametric panel regression model

Author

Listed:
  • Mukhoti, Sujay
  • Guhathakurta, Kousik

Abstract

The relationship between product market performance of a firm and its capital structure has drawn considerable amount of attention recently amongst corporate finance researchers. The same was established to be non-monotonic in the context of a developed market. The non-monotonicity in the functional form could be expressed by pieces of straight lines joined at different values of debt (or knots). In this paper we address the issue of estimating the slopes of different line segments along with the positions of the knots from a panel of firms using an adaptive hierarchical Bayesian semi-parametric regression model. Further,keeping in mind that such a relationship is less investigated in emerging economies where the debt market dynamics may be different we investigate the same for an emerging economy. In the process we provide the economic rationale for varying sign and magnitude of the slopes of the line segments discussed above.

Suggested Citation

  • Mukhoti, Sujay & Guhathakurta, Kousik, 2015. "Product market performance and capital structure: A Hierarchical Bayesian semi-parametric panel regression model," MPRA Paper 62517, University Library of Munich, Germany.
  • Handle: RePEc:pra:mprapa:62517
    as

    Download full text from publisher

    File URL: https://mpra.ub.uni-muenchen.de/62517/1/MPRA_paper_62517.pdf
    File Function: original version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Bandyopadhyay, Arindam & Das, Sandwip Kumar, 2005. "The linkage between the firm's financing decisions and real market performance: A panel study of Indian corporate sector," Journal of Economics and Business, Elsevier, vol. 57(4), pages 288-316.
    2. Jamie L. Bigelow & David B. Dunson, 2007. "Bayesian Adaptive Regression Splines for Hierarchical Data," Biometrics, The International Biometric Society, vol. 63(3), pages 724-732, September.
    3. Montes-Rojas, Gabriel & Galvao, Antonio F., 2014. "Bayesian endogeneity bias modeling," Economics Letters, Elsevier, vol. 122(1), pages 36-39.
    4. Brander, James A. & Lewis, Tracy R., 1986. "Oligopoly and Financial Structure: The Limited Liability Effect," American Economic Review, American Economic Association, vol. 76(5), pages 956-970, December.
    5. William Ruland & Ping Zhou, 2005. "Debt, Diversification, and Valuation," Review of Quantitative Finance and Accounting, Springer, vol. 25(3), pages 277-291, November.
    6. de Jong, Abe & Kabir, Rezaul & Nguyen, Thuy Thu, 2008. "Capital structure around the world: The roles of firm- and country-specific determinants," Journal of Banking & Finance, Elsevier, vol. 32(9), pages 1954-1969, September.
    7. Fan, Joseph P. H. & Titman, Sheridan & Twite, Garry, 2012. "An International Comparison of Capital Structure and Debt Maturity Choices," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 47(1), pages 23-56, February.
    8. Campello, Murillo, 2006. "Debt financing: Does it boost or hurt firm performance in product markets?," Journal of Financial Economics, Elsevier, vol. 82(1), pages 135-172, October.
    9. Ruppert,David & Wand,M. P. & Carroll,R. J., 2003. "Semiparametric Regression," Cambridge Books, Cambridge University Press, number 9780521785167, October.
    10. Mara Faccio & Larry HP Lang & Leslie Young, 2010. "Pyramiding vs leverage in corporate groups: International evidence," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 41(1), pages 88-104, January.
    11. Guney, Yilmaz & Li, Ling & Fairchild, Richard, 2011. "The relationship between product market competition and capital structure in Chinese listed firms," International Review of Financial Analysis, Elsevier, vol. 20(1), pages 41-51, January.
    12. 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.
    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. Chevalier, Judith A, 1995. "Do LBO Supermarkets Charge More? An Empirical Analysis of the Effects of LBOs on Supermarket Pricing," Journal of Finance, American Finance Association, vol. 50(4), pages 1095-1112, September.
    15. Laurent Fresard, 2010. "Financial Strength and Product Market Behavior: The Real Effects of Corporate Cash Holdings," Journal of Finance, American Finance Association, vol. 65(3), pages 1097-1122, June.
    16. Pelenis, Justinas, 2014. "Bayesian regression with heteroscedastic error density and parametric mean function," Journal of Econometrics, Elsevier, vol. 178(P3), pages 624-638.
    17. Liu, Fan & Hua, Zhongsheng & Lim, Andrew, 2015. "Identifying future defaulters: A hierarchical Bayesian method," European Journal of Operational Research, Elsevier, vol. 241(1), pages 202-211.
    18. Ruppert,David & Wand,M. P. & Carroll,R. J., 2003. "Semiparametric Regression," Cambridge Books, Cambridge University Press, number 9780521780506, October.
    19. Inyoung Kim & Noah D. Cohen & Raymond J. Carroll, 2003. "Semiparametric Regression Splines in Matched Case-Control Studies," Biometrics, The International Biometric Society, vol. 59(4), pages 1158-1169, December.
    20. Liu, Qigui & Tian, Gary, 2012. "Controlling shareholder, expropriations and firm's leverage decision: Evidence from Chinese Non-tradable share reform," Journal of Corporate Finance, Elsevier, vol. 18(4), pages 782-803.
    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. Albert Danso & Samuel Fosu & Samuel Owusu‐Agyei & Collins G. Ntim & Emmanuel Adegbite, 2021. "Capital structure revisited. Do crisis and competition matter in a Keiretsu corporate structure?," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(4), pages 5073-5092, October.
    2. Bandyopadhyay, Arindam & Barua, Nandita Malini, 2016. "Factors determining capital structure and corporate performance in India: Studying the business cycle effects," The Quarterly Review of Economics and Finance, Elsevier, vol. 61(C), pages 160-172.
    3. Vu Tuan Chu & Trang Hanh Lam Pham, 2021. "Zero leverage and product market competition," SN Business & Economics, Springer, vol. 1(4), pages 1-18, April.
    4. Agarwal, Manoj K. & Ma, Zecong & Park, Chang Hee & Zheng, Yilong, 2022. "The impact of a manufacturer’s financial liquidity on its market strategies and pricing and promotion decisions in retail grocery markets," Journal of Business Research, Elsevier, vol. 142(C), pages 844-857.
    5. Alimov, Azizjon, 2016. "Product market effects of real estate collateral," Journal of Corporate Finance, Elsevier, vol. 36(C), pages 75-92.
    6. Ying Fan & Charles Ka Yui Leung & Zan Yang, 2022. "Financial conditions, local competition, and local market leaders: The case of real estate developers," Pacific Economic Review, Wiley Blackwell, vol. 27(2), pages 131-193, May.
    7. Harris, Oneil & Nguyen, Trung, 2022. "Director co-option and future market share growth," The North American Journal of Economics and Finance, Elsevier, vol. 62(C).
    8. Sertsios, Giorgo, 2020. "Corporate finance, industrial organization, and organizational economics," Journal of Corporate Finance, Elsevier, vol. 64(C).
    9. Bernard, Darren & Kaya, Devrimi & Wertz, John, 2021. "Entry and capital structure mimicking in concentrated markets: The role of incumbents’ financial disclosures," Journal of Accounting and Economics, Elsevier, vol. 71(2).
    10. Sultan Sikandar Mirza & Tanveer Ahsan & Raheel Safdar & Ajid Ur Rehman, 2020. "Competition, Debt Maturity, and Adjustment Speed in China: A Dynamic Fractional Estimation Approach," JRFM, MDPI, vol. 13(5), pages 1-17, May.
    11. Micah Odhiambo Nyamita & Nirmala Dorasamy, 2014. "Factors Influencing Debt Financing within State-owned Corporations in Kenya," Journal of Economics and Behavioral Studies, AMH International, vol. 6(11), pages 884-905.
    12. Otto-Sobotka, Fabian & Salvati, Nicola & Ranalli, Maria Giovanna & Kneib, Thomas, 2019. "Adaptive semiparametric M-quantile regression," Econometrics and Statistics, Elsevier, vol. 11(C), pages 116-129.
    13. Lips, Johannes, 2018. "Debt and the Oil Industry - Analysis on the Firm and Production Level," VfS Annual Conference 2018 (Freiburg, Breisgau): Digital Economy 181504, Verein für Socialpolitik / German Economic Association.
    14. Arthur Charpentier & Emmanuel Flachaire & Antoine Ly, 2017. "Econom\'etrie et Machine Learning," Papers 1708.06992, arXiv.org, revised Mar 2018.
    15. Hyunju Son & Youyi Fong, 2021. "Fast grid search and bootstrap‐based inference for continuous two‐phase polynomial regression models," Environmetrics, John Wiley & Sons, Ltd., vol. 32(3), May.
    16. Ali, Ashiq & Klasa, Sandy & Yeung, Eric, 2014. "Industry concentration and corporate disclosure policy," Journal of Accounting and Economics, Elsevier, vol. 58(2), pages 240-264.
    17. Heitor Almeida & Murillo Campello & Igor Cunha & Michael S. Weisbach, 2014. "Corporate Liquidity Management: A Conceptual Framework and Survey," Annual Review of Financial Economics, Annual Reviews, vol. 6(1), pages 135-162, December.
    18. Dlugosz, Stephan & Mammen, Enno & Wilke, Ralf A., 2017. "Generalized partially linear regression with misclassified data and an application to labour market transitions," Computational Statistics & Data Analysis, Elsevier, vol. 110(C), pages 145-159.
    19. Thakur, Bhanu Pratap Singh & Kannadhasan, M., 2019. "Corruption and cash holdings: Evidence from emerging market economies," Emerging Markets Review, Elsevier, vol. 38(C), pages 1-17.
    20. Zi Ye & Giles Hooker & Stephen P. Ellner, 2021. "Generalized Single Index Models and Jensen Effects on Reproduction and Survival," Journal of Agricultural, Biological and Environmental Statistics, Springer;The International Biometric Society;American Statistical Association, vol. 26(3), pages 492-512, September.

    More about this item

    Keywords

    Capital Structure; Product market performance; Basis Spline; Endogeneity; Ridge regression;
    All these keywords.

    JEL classification:

    • C51 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Construction and Estimation
    • C58 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Financial Econometrics

    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:pra:mprapa:62517. 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: Joachim Winter (email available below). General contact details of provider: https://edirc.repec.org/data/vfmunde.html .

    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.