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The most consistent and reliable predictors of corporate financial choices in Pakistan: New evidence using BIC estimation

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  • Umeair Shahzad
  • Fukai Luo
  • Jing Liu
  • Mahmood Faisal
  • Hafeez Ullah

Abstract

The current literature contradicts over the basic predictors of corporate financial choices in Pakistan. This study reports profitability (−ve), liquidity (−ve), industry leverage (+ve), cash holding (−ve), tangibility (+ve), and size (+ve) as reliable predictors explaining book leverage. The study mainly applies Bayesian Information Criteria (BIC) to control predictors' overfitting issues. Evaluated with the United State and other countries, we report the diversity of capital structure decisions in Pakistani listed firms. This study finds the reliability of some residuals on reinforcement with the core predictors' regression model but they do not meet the standard as a core determinant. Our predictors are reliable to explain the capital structure of sample firms across their level of size, growth, maturity, and ownership concentration. We expect that our six basic predictors will contribute to the prospective study on corporate financial choices in Pakistan.

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  • Umeair Shahzad & Fukai Luo & Jing Liu & Mahmood Faisal & Hafeez Ullah, 2022. "The most consistent and reliable predictors of corporate financial choices in Pakistan: New evidence using BIC estimation," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 27(1), pages 237-257, January.
  • Handle: RePEc:wly:ijfiec:v:27:y:2022:i:1:p:237-257
    DOI: 10.1002/ijfe.2149
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    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. Thomas W. Bates & Kathleen M. Kahle & René M. Stulz, 2009. "Why Do U.S. Firms Hold So Much More Cash than They Used To?," Journal of Finance, American Finance Association, vol. 64(5), pages 1985-2021, October.
    3. 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.
    4. Michael Faulkender & Mitchell A. Petersen, 2006. "Does the Source of Capital Affect Capital Structure?," The Review of Financial Studies, Society for Financial Studies, vol. 19(1), pages 45-79.
    5. Stulz, ReneM., 1990. "Managerial discretion and optimal financing policies," Journal of Financial Economics, Elsevier, vol. 26(1), pages 3-27, July.
    6. 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.
    7. Chang, Chun & Chen, Xin & Liao, Guanmin, 2014. "What are the reliably important determinants of capital structure in china?," Pacific-Basin Finance Journal, Elsevier, vol. 30(C), pages 87-113.
    8. Mark Gertler & Simon Gilchrist, 1993. "The role of credit market imperfections in the monetary transmission mechanism: arguments and evidence," Finance and Economics Discussion Series 93-5, Board of Governors of the Federal Reserve System (U.S.).
    9. Faisal Mahmood & Dongping Han & Nazakat Ali & Riaqa Mubeen & Umeair Shahzad, 2019. "Moderating Effects of Firm Size and Leverage on the Working Capital Finance–Profitability Relationship: Evidence from China," Sustainability, MDPI, vol. 11(7), pages 1-14, April.
    10. Rafael La Porta & Florencio Lopez‐De‐Silanes & Andrei Shleifer, 1999. "Corporate Ownership Around the World," Journal of Finance, American Finance Association, vol. 54(2), pages 471-517, April.
    11. 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.
    12. Myers, Stewart C., 1984. "Capital structure puzzle," Working papers 1548-84., Massachusetts Institute of Technology (MIT), Sloan School of Management.
    13. Myers, Stewart C, 1984. "The Capital Structure Puzzle," Journal of Finance, American Finance Association, vol. 39(3), pages 575-592, July.
    14. Michael L. Lemmon & Michael R. Roberts & Jaime F. Zender, 2008. "Back to the Beginning: Persistence and the Cross‐Section of Corporate Capital Structure," Journal of Finance, American Finance Association, vol. 63(4), pages 1575-1608, August.
    15. Céspedes, Jacelly & González, Maximiliano & Molina, Carlos A., 2010. "Ownership and capital structure in Latin America," Journal of Business Research, Elsevier, vol. 63(3), pages 248-254, March.
    16. Stewart C. Myers, 1984. "Capital Structure Puzzle," NBER Working Papers 1393, National Bureau of Economic Research, Inc.
    17. Murray Z. Frank & Vidhan K. Goyal, 2009. "Capital Structure Decisions: Which Factors Are Reliably Important?," Financial Management, Financial Management Association International, vol. 38(1), pages 1-37, March.
    18. 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.
    19. 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.
    20. Tanveer Ahsan & Man Wang & Muhammad Azeem Qureshi, 2016. "Mean Reverting Financial Leverage and Firm Life Cycle: Theory versus Evidence (Pakistan)," Emerging Economy Studies, International Management Institute, vol. 2(1), pages 19-26, May.
    21. 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.
    22. Aydin Ozkan, 2001. "Determinants of Capital Structure and Adjustment to Long Run Target: Evidence From UK Company Panel Data," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 28(1‐2), pages 175-198, January.
    23. Tanveer Ahsan & Wang Man & Muhammad Azeem Qureshi, 2016. "Mean reverting financial leverage: theory and evidence from Pakistan," Applied Economics, Taylor & Francis Journals, vol. 48(5), pages 379-388, January.
    24. 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.
    25. Chirinko, Robert S. & Singha, Anuja R., 2000. "Testing static tradeoff against pecking order models of capital structure: a critical comment," Journal of Financial Economics, Elsevier, vol. 58(3), pages 417-425, December.
    26. Wald, John K, 1999. "How Firm Characteristics Affect Capital Structure: An International Comparison," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 22(2), pages 161-187, Summer.
    27. Demirguc-Kunt, Asli & Maksimovic, Vojislav, 1999. "Institutions, financial markets, and firm debt maturity," Journal of Financial Economics, Elsevier, vol. 54(3), pages 295-336, December.
    28. Malcolm Baker & Jeffrey Wurgler, 2002. "Market Timing and Capital Structure," Journal of Finance, American Finance Association, vol. 57(1), pages 1-32, February.
    29. Aydin Ozkan, 2001. "Determinants of Capital Structure and Adjustment to Long Run Target: Evidence From UK Company Panel Data," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 28(1-2), pages 175-198.
    30. John K. Wald, 1999. "How Firm Characteristics Affect Capital Structure: An International Comparison," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 22(2), pages 161-187, June.
    31. Miguel A. Ferreira & Antonio S. Vilela, 2004. "Why Do Firms Hold Cash? Evidence from EMU Countries," European Financial Management, European Financial Management Association, vol. 10(2), pages 295-319, June.
    32. Harris, Milton & Raviv, Artur, 1988. "Corporate governance : Voting rights and majority rules," Journal of Financial Economics, Elsevier, vol. 20(1-2), pages 203-235, January.
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