IDEAS home Printed from https://ideas.repec.org/a/gam/jjrfmx/v14y2021i5p224-d555787.html
   My bibliography  Save this article

Debt Market Trends and Predictors of Specialization: An Analysis of Pakistani Corporate Sector

Author

Listed:
  • Kanwal Iqbal Khan

    (Institute of Business & Management, University of Engineering and Technology, Lahore 54000, Pakistan)

  • Faisal Qadeer

    (Lahore Business School, The University of Lahore, Lahore 54000, Pakistan)

  • Mário Nuno Mata

    (ISCAL-Instituto Superior de Contabilidade e Administração de Lisboa, Instituto Politécnico de Lisboa, Avenida Miguel Bombarda 20, 1069-035 Lisbon, Portugal
    Polytechnic Institute of Santarém, School of Management and Technology (ESGTS-IPS), 2001-904 Santarém, Portugal)

  • Rui Miguel Dantas

    (ISCAL-Instituto Superior de Contabilidade e Administração de Lisboa, Instituto Politécnico de Lisboa, Avenida Miguel Bombarda 20, 1069-035 Lisbon, Portugal)

  • João Xavier Rita

    (ISCAL-Instituto Superior de Contabilidade e Administração de Lisboa, Instituto Politécnico de Lisboa, Avenida Miguel Bombarda 20, 1069-035 Lisbon, Portugal)

  • Jéssica Nunes Martins

    (NOVA Information Management School (NOVA IMS), Universidade Nova de Lisboa, Campus de Campolide, 1070-312 Lisboa, Portugal
    BPI-Banco Portugês de Investimento-CaixaBank Group, Accounting Department, Largo Jean Monnet 1 9º andar, 1269-067 Lisboa, Portugal)

Abstract

Recently, debt structure research has started focusing on the strategic perspective of financing choices, particularly to understand the reasons for debt specialization (DS). This paper examines trends of specialization over time and industry by using a comprehensive dataset on types of debt employed by the public limited companies during 2009–2018. The objective of the current study is to analyze the effect of debt market conditions by identifying significant predictors of DS. Time-series and cross-sectional results confirm the existence of DS, which is further validated by the findings of the cluster analysis. The empirical results indicate that overall, 61% of the companies solely rely on a single type of debt, mostly on short-term obligations accompanied by long-term secured and other debts. Moreover, small, mature, rated, group-affiliated, and low-leverage companies incline more towards this strategy. Credit rating, debt maturity, financial and interest coverage ratios serve as the primary determinants of the debt market that are significantly associated with the measures of DS. The results contribute to the capital structure literature by specifying that financing choice has an important implication in deciding the debt structure composition of the organizations.

Suggested Citation

  • Kanwal Iqbal Khan & Faisal Qadeer & Mário Nuno Mata & Rui Miguel Dantas & João Xavier Rita & Jéssica Nunes Martins, 2021. "Debt Market Trends and Predictors of Specialization: An Analysis of Pakistani Corporate Sector," JRFM, MDPI, vol. 14(5), pages 1-16, May.
  • Handle: RePEc:gam:jjrfmx:v:14:y:2021:i:5:p:224-:d:555787
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1911-8074/14/5/224/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1911-8074/14/5/224/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Lemmon, Michael L. & Zender, Jaime F., 2010. "Debt Capacity and Tests of Capital Structure Theories," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(5), pages 1161-1187, October.
    2. Barclay, Michael J & Smith, Clifford W, Jr, 1995. "The Priority Structure of Corporate Liabilities," Journal of Finance, American Finance Association, vol. 50(3), pages 899-917, July.
    3. Andrew V. Stephenson, 2018. "The Impact of Personal Income Tax Structure on Income Inequality for Belgium, Bulgaria, Germany, Lithuania, and Poland: A Comparison of Flat and Graduated Income Tax Structures," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 46(4), pages 405-417, December.
    4. Giannetti, Caterina, 2019. "Debt specialization and performance of European firms," Journal of Empirical Finance, Elsevier, vol. 53(C), pages 257-271.
    5. Chakraborty, Indrani, 2013. "Does capital structure depend on group affiliation? An analysis of Indian firms," Journal of Policy Modeling, Elsevier, vol. 35(1), pages 110-120.
    6. Vivien Beattie & Alan Goodacre & Sarah Jane Thomson, 2006. "Corporate Financing Decisions: UK Survey Evidence," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 33(9‐10), pages 1402-1434, November.
    7. Qamar Uz Zaman Malik & Talat Afza, 2016. "Do group affiliated firms specialize in debt? Evidence from Pakistan," Journal of Economic and Administrative Sciences, Emerald Group Publishing Limited, vol. 32(1), pages 46-62, May.
    8. Chemmanur, Thomas J & Fulghieri, Paolo, 1994. "Reputation, Renegotiation, and the Choice between Bank Loans and Publicly Traded Debt," The Review of Financial Studies, Society for Financial Studies, vol. 7(3), pages 475-506.
    9. Fungáčová, Zuzana & Godlewski, Christophe J. & Weill, Laurent, 2020. "Does the type of debt matter? Stock market perception in Europe," The Quarterly Review of Economics and Finance, Elsevier, vol. 75(C), pages 247-256.
    10. 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.
    11. Markus K. Brunnermeier, 2009. "Deciphering the Liquidity and Credit Crunch 2007-2008," Journal of Economic Perspectives, American Economic Association, vol. 23(1), pages 77-100, Winter.
    12. Attaullah Shah & Shahid Ali Khan, 2009. "Empirical Investigation of Debt-Maturity Structure: Evidence from Pakistan," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 48(4), pages 565-578.
    13. Geraschenko, Irina, 2018. "The development of company’s debt portfolio," Business and Economic Horizons (BEH), Prague Development Center (PRADEC), vol. 14(2), February.
    14. Rajan, Raghuram G, 1992. "Insiders and Outsiders: The Choice between Informed and Arm's-Length Debt," Journal of Finance, American Finance Association, vol. 47(4), pages 1367-1400, September.
    15. Jõeveer, Karin, 2013. "Firm, country and macroeconomic determinants of capital structure: Evidence from transition economies," Journal of Comparative Economics, Elsevier, vol. 41(1), pages 294-308.
    16. Diamond, Douglas W, 1991. "Monitoring and Reputation: The Choice between Bank Loans and Directly Placed Debt," Journal of Political Economy, University of Chicago Press, vol. 99(4), pages 689-721, August.
    17. Myers, Stewart C. & Majluf, Nicholas S., 1984. "Corporate financing and investment decisions when firms have information that investors do not have," Journal of Financial Economics, Elsevier, vol. 13(2), pages 187-221, June.
    18. Irina Geraschenko, 2018. "The development of company’s debt portfolio," Business and Economic Horizons (BEH), Prague Development Center, vol. 14(2), pages 185-206, April.
    19. Grjebine, Thomas & Szczerbowicz, Urszula & Tripier, Fabien, 2018. "Corporate debt structure and economic recoveries," European Economic Review, Elsevier, vol. 101(C), pages 77-100.
    20. Harris, Milton & Raviv, Artur, 1991. "The Theory of Capital Structure," Journal of Finance, American Finance Association, vol. 46(1), pages 297-355, March.
    21. Vivien Beattie & Alan Goodacre & Sarah Jane Thomson, 2006. "Corporate Financing Decisions: UK Survey Evidence," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 33(9-10), pages 1402-1434.
    22. Erwan Morellec & Philip Valta & Alexei Zhdanov, 2015. "Financing Investment: The Choice Between Bonds and Bank Loans," Management Science, INFORMS, vol. 61(11), pages 2580-2602, November.
    23. Laurence Booth & Varouj Aivazian & Asli Demirguc‐Kunt & Vojislav Maksimovic, 2001. "Capital Structures in Developing Countries," Journal of Finance, American Finance Association, vol. 56(1), pages 87-130, February.
    24. Michael Alderson & Naresh Bansal & Brian Betker, 2014. "Secured debt and managerial incentives," Review of Quantitative Finance and Accounting, Springer, vol. 43(3), pages 423-440, October.
    25. Matteo Arena, 2011. "The corporate choice between public debt, bank loans, traditional private debt placements, and 144A debt issues," Review of Quantitative Finance and Accounting, Springer, vol. 36(3), pages 391-416, April.
    26. Joshua D. Rauh & Amir Sufi, 2010. "Capital Structure and Debt Structure," The Review of Financial Studies, Society for Financial Studies, vol. 23(12), pages 4242-4280, December.
    27. Vicente Esteve & Cecilio Tamarit, 2018. "Public debt and economic growth in Spain, 1851–2013," Cliometrica, Springer;Cliometric Society (Association Francaise de Cliométrie), vol. 12(2), pages 219-249, May.
    28. Bamiatzi, Vassiliki & Cavusgil, Salih Tamer & Jabbour, Liza & Sinkovics, Rudolf R., 2014. "Does business group affiliation help firms achieve superior performance during industrial downturns? An empirical examination," International Business Review, Elsevier, vol. 23(1), pages 195-211.
    29. Custódio, Cláudia & Ferreira, Miguel A. & Laureano, Luís, 2013. "Why are US firms using more short-term debt?," Journal of Financial Economics, Elsevier, vol. 108(1), pages 182-212.
    30. Danis, András & Rettl, Daniel A. & Whited, Toni M., 2014. "Refinancing, profitability, and capital structure," Journal of Financial Economics, Elsevier, vol. 114(3), pages 424-443.
    31. Stewart C. Myers & Nicholas S. Majluf, 1984. "Corporate Financing and Investment Decisions When Firms Have InformationThat Investors Do Not Have," NBER Working Papers 1396, National Bureau of Economic Research, Inc.
    32. Johnson, Shane A., 1997. "An Empirical Analysis of the Determinants of Corporate Debt Ownership Structure," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 32(1), pages 47-69, March.
    33. Maddala,G. S., 1986. "Limited-Dependent and Qualitative Variables in Econometrics," Cambridge Books, Cambridge University Press, number 9780521338257.
    34. 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.
    35. Frederick C. Scherr & Heather M. Hulburt, 2001. "The Debt Maturity Structure of Small Firms," Financial Management, Financial Management Association, vol. 30(1), Spring.
    36. Albring, Susan M. & Khurana, Inder K. & Nejadmalayeri, Ali & Pereira, Raynolde, 2011. "Managerial compensation and the debt placement decision," Journal of Corporate Finance, Elsevier, vol. 17(5), pages 1445-1456.
    37. Lewis, Craig M. & Tan, Yongxian, 2016. "Debt-equity choices, R&D investment and market timing," Journal of Financial Economics, Elsevier, vol. 119(3), pages 599-610.
    38. 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.
    39. Hanssens, Jürgen & Deloof, Marc & Vanacker, Tom, 2016. "The evolution of debt policies: New evidence from business startups," Journal of Banking & Finance, Elsevier, vol. 65(C), pages 120-133.
    40. Rajan, Raghuram G & Zingales, Luigi, 1995. "What Do We Know about Capital Structure? Some Evidence from International Data," Journal of Finance, American Finance Association, vol. 50(5), pages 1421-1460, December.
    41. Graham, John R. & Harvey, Campbell R., 2001. "The theory and practice of corporate finance: evidence from the field," Journal of Financial Economics, Elsevier, vol. 60(2-3), pages 187-243, May.
    42. Goyal, Vidhan K. & Wang, Wei, 2013. "Debt Maturity and Asymmetric Information: Evidence from Default Risk Changes," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 48(3), pages 789-817, June.
    43. Antill, Samuel & Grenadier, Steven R., 2019. "Optimal capital structure and bankruptcy choice: Dynamic bargaining versus liquidation," Journal of Financial Economics, Elsevier, vol. 133(1), pages 198-224.
    44. 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.
    45. Meneghetti, Costanza, 2012. "Managerial Incentives and the Choice between Public and Bank Debt," Journal of Corporate Finance, Elsevier, vol. 18(1), pages 65-91.
    46. Myers, Stewart C., 1977. "Determinants of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 5(2), pages 147-175, November.
    47. Denis, David J. & Mihov, Vassil T., 2003. "The choice among bank debt, non-bank private debt, and public debt: evidence from new corporate borrowings," Journal of Financial Economics, Elsevier, vol. 70(1), pages 3-28, October.
    48. Heitor Almeida & Chang‐Soo Kim & Hwanki Brian Kim, 2015. "Internal Capital Markets in Business Groups: Evidence from the Asian Financial Crisis," Journal of Finance, American Finance Association, vol. 70(6), pages 2539-2586, December.
    49. Raveendra Chittoor & Prashant Kale & Phanish Puranam, 2015. "Business groups in developing capital markets: Towards a complementarity perspective," Strategic Management Journal, Wiley Blackwell, vol. 36(9), pages 1277-1296, September.
    50. Graham, John R. & Leary, Mark T. & Roberts, Michael R., 2015. "A century of capital structure: The leveraging of corporate America," Journal of Financial Economics, Elsevier, vol. 118(3), pages 658-683.
    51. Malcolm Baker & Jeffrey Wurgler, 2002. "Market Timing and Capital Structure," Journal of Finance, American Finance Association, vol. 57(1), pages 1-32, February.
    52. Kraus, Alan & Litzenberger, Robert H, 1973. "A State-Preference Model of Optimal Financial Leverage," Journal of Finance, American Finance Association, vol. 28(4), pages 911-922, September.
    53. Kyoungwon Mo & Jaehong Lee, 2018. "IFRS Adoption and the Choice Between Public and Private Debt: Evidence from South Korea," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 54(11), pages 2533-2556, September.
    54. Mark Carey & Mitch Post & Steven A. Sharpe, 1998. "Does Corporate Lending by Banks and Finance Companies Differ? Evidence on Specialization in Private Debt Contracting," Journal of Finance, American Finance Association, vol. 53(3), pages 845-878, June.
    55. Zavertiaeva, Marina & Nechaeva, Iuliia, 2017. "Impact of Market Timing on the Capital Structure of Russian Companies," Journal of Economics and Business, Elsevier, vol. 92(C), pages 10-28.
    56. Grosse-Rueschkamp, Benjamin & Steffen, Sascha & Streitz, Daniel, 2019. "A capital structure channel of monetary policy," Journal of Financial Economics, Elsevier, vol. 133(2), pages 357-378.
    57. Viet A. Dang, 2011. "Leverage, Debt Maturity and Firm Investment: An Empirical Analysis," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 38(1-2), pages 225-258, January.
    58. Krishnaswami, Sudha & Spindt, Paul A. & Subramaniam, Venkat, 1999. "Information asymmetry, monitoring, and the placement structure of corporate debt," Journal of Financial Economics, Elsevier, vol. 51(3), pages 407-434, March.
    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. Erik Syawal Alghifari & Atang Hermawan & Ardi Gunardi & Agus Rahayu & Lili Adi Wibowo, 2022. "Corporate Financial Strategy in an Emerging Market: Evidence from Indonesia," JRFM, MDPI, vol. 15(8), pages 1-12, August.
    2. Dominika Gajdosikova & Katarina Valaskova & Tomas Kliestik & Maria Kovacova, 2023. "Research on Corporate Indebtedness Determinants: A Case Study of Visegrad Group Countries," Mathematics, MDPI, vol. 11(2), pages 1-30, January.

    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. Kanwal Iqbal Khan & Faisal Qadeer & Mário Nuno Mata & José Chavaglia Neto & Qurat ul An Sabir & Jéssica Nunes Martins & José António Filipe, 2021. "Core Predictors of Debt Specialization: A New Insight to Optimal Capital Structure," Mathematics, MDPI, vol. 9(9), pages 1-25, April.
    2. Mai, Nhat Chi, 2012. "Market timing, taxes and capital structure: evidence from Vietnam," OSF Preprints t3mvs, Center for Open Science.
    3. Rana El Bahsh & Ali Alattar & Aziz N. Yusuf, 2018. "Firm, Industry and Country Level Determinants of Capital Structure: Evidence from Jordan," International Journal of Economics and Financial Issues, Econjournals, vol. 8(2), pages 175-190.
    4. Daniel Tut, 2022. "Debt dynamic, debt dispersion and corporate governance," International Journal of Managerial Finance, Emerald Group Publishing Limited, vol. 19(4), pages 744-771, July.
    5. San Martín, Pablo & Saona, Paolo, 2017. "Capital structure in the Chilean corporate sector: Revisiting the stylized facts," Research in International Business and Finance, Elsevier, vol. 40(C), pages 163-174.
    6. Meneghetti, Costanza, 2012. "Managerial Incentives and the Choice between Public and Bank Debt," Journal of Corporate Finance, Elsevier, vol. 18(1), pages 65-91.
    7. Marc Deloof & Wouter Van Overfelt, 2008. "Were Modern Capital Structure Theories Valid in Belgium Before World War I?," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 35(3‐4), pages 491-515, April.
    8. Antonczyk, Ron Christian & Salzmann, Astrid Juliane, 2014. "Overconfidence and optimism: The effect of national culture on capital structure," Research in International Business and Finance, Elsevier, vol. 31(C), pages 132-151.
    9. Mohamed, Hisham Hanifa & Masih, Mansur & Bacha, Obiyathulla I., 2015. "Why do issuers issue Sukuk or conventional bond? Evidence from Malaysian listed firms using partial adjustment models," Pacific-Basin Finance Journal, Elsevier, vol. 34(C), pages 233-252.
    10. Alves, Paulo & Francisco, Paulo, 2015. "The impact of institutional environment on the capital structure of firms during recent financial crises," The Quarterly Review of Economics and Finance, Elsevier, vol. 57(C), pages 129-146.
    11. İbrahim Yarba & Z. Nuray Güner, 2020. "Leverage dynamics: Do financial development and government leverage matter? Evidence from a major developing economy," Empirical Economics, Springer, vol. 59(5), pages 2473-2507, November.
    12. Bessler, Wolfgang & Drobetz, Wolfgang & Haller, Rebekka & Meier, Iwan, 2013. "The international zero-leverage phenomenon," Journal of Corporate Finance, Elsevier, vol. 23(C), pages 196-221.
    13. Hang, Markus & Geyer-Klingeberg, Jerome & Rathgeber, Andreas W. & Stöckl, Stefan, 2018. "Measurement matters—A meta-study of the determinants of corporate capital structure," The Quarterly Review of Economics and Finance, Elsevier, vol. 68(C), pages 211-225.
    14. Quratulain Zafar & Winai Wongsurawat & David Camino, 2019. "The determinants of leverage decisions: Evidence from Asian emerging markets," Cogent Economics & Finance, Taylor & Francis Journals, vol. 7(1), pages 1598836-159, January.
    15. Bontempi, Maria Elena & Bottazzi, Laura & Golinelli, Roberto, 2020. "A multilevel index of heterogeneous short-term and long-term debt dynamics," Journal of Corporate Finance, Elsevier, vol. 64(C).
    16. Yildirim, Ramazan & Masih, Mansur & Bacha, Obiyathulla Ismath, 2018. "Determinants of capital structure: evidence from Shari'ah compliant and non-compliant firms," Pacific-Basin Finance Journal, Elsevier, vol. 51(C), pages 198-219.
    17. Valeriya Valer’evna Metel’skaya, 2021. "Correlation-and-regression analysis of the influence of macroeconomic factors on capital structure of Russian corporations under crisis conditions," Journal of Innovation and Entrepreneurship, Springer, vol. 10(1), pages 1-34, December.
    18. Arosa, Clara Maria Verduch & Richie, Nivine & Schuhmann, Peter W., 2014. "The impact of culture on market timing in capital structure choices," Research in International Business and Finance, Elsevier, vol. 31(C), pages 178-192.
    19. Drobetz, Wolfgang & Gounopoulos, Dimitrios & Merikas, Andreas & Schröder, Henning, 2013. "Capital structure decisions of globally-listed shipping companies," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 52(C), pages 49-76.
    20. Raja Zekri Ben Hamouda & Nessrine Hamzaoui & Faouzi Jilani, 2023. "Capital Structure Determinants: New Evidence from the MENA Region Countries," International Journal of Economics and Financial Issues, Econjournals, vol. 13(1), pages 144-163, January.

    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:gam:jjrfmx:v:14:y:2021:i:5:p:224-:d:555787. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.