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Role of Governance in Debt-Growth Relationship: Evidence from Panel Data Estimations

Author

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  • Qamar Abbas

    (School of Economics, Nankai University, Tianjin 300071, China)

  • Li Junqing

    (School of Economics, Nankai University, Tianjin 300071, China)

  • Muhammad Ramzan

    (School of Economics, Nankai University, Tianjin 300071, China)

  • Sumbal Fatima

    (Higher Education Research Institute, Zhou Enlai School of Government, Nankai University, Tianjin 300071, China)

Abstract

This paper provides an empirical analysis of the relationship between debt and national output mediated by a measure of the quality of state governance. Using WGIs dataset of 106 countries for the period 1996–2015, the paper analyzes the mediated effect of governance on debt-growth relationship. For this purpose, we use the fixed effect (LSDV) and system GMM estimation technique in order to overcome the possible problem of endogeneity. Results show the non-linear pattern between public debt and economic growth via governance. Although, public debt has negative impact on economic growth, but the results are statistically positive and significant when public debt is interacted with governance, which confirms that governance is a channel by which public debt influences economic growth. Moreover, we calculate the threshold of governance which shows that the public debt has positive impact on economic growth when the governance level is higher than the threshold and adversely affects the economic growth in the case of low level of governance than threshold. Evidence from this study reveals the fact that governance plays a mediating role in debt-growth relationship as there is a pattern of complementarity between public debt and governance: the higher the level of governance, the lesser the adverse effect of public debt on economic growth.

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  • Qamar Abbas & Li Junqing & Muhammad Ramzan & Sumbal Fatima, 2021. "Role of Governance in Debt-Growth Relationship: Evidence from Panel Data Estimations," Sustainability, MDPI, vol. 13(11), pages 1-19, May.
    • Handle: RePEc:gam:jsusta:v:13:y:2021:i:11:p:5954-:d:561755
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    as
    1. Carmen M. Reinhart & Kenneth S. Rogoff, 2009. "Varieties of Crises and Their Dates," Introductory Chapters, in: This Time Is Different: Eight Centuries of Financial Folly, Princeton University Press.
    2. Catherine Pattillo & Hélène Poirson & Luca Antonio Ricci, 2011. "External Debt and Growth," Review of Economics and Institutions, Università di Perugia, vol. 2(3).
    3. David De La Croix & Clara Delavallade, 2011. "Democracy, Rule of Law, Corruption Incentives, and Growth," Journal of Public Economic Theory, Association for Public Economic Theory, vol. 13(2), pages 155-187, April.
    4. Robert J. Barro, 2013. "Inflation and Economic Growth," Annals of Economics and Finance, Society for AEF, vol. 14(1), pages 121-144, May.
    5. Cooray, Arusha & Dzhumashev, Ratbek & Schneider, Friedrich, 2017. "How Does Corruption Affect Public Debt? An Empirical Analysis," World Development, Elsevier, vol. 90(C), pages 115-127.
    6. Giancarlo Corsetti & Keith Kuester & André Meier & Gernot J. Müller, 2013. "Sovereign Risk, Fiscal Policy, and Macroeconomic Stability," Economic Journal, Royal Economic Society, vol. 0, pages 99-132, February.
    7. Daron Acemoglu & Simon Johnson & James A. Robinson, 2001. "The Colonial Origins of Comparative Development: An Empirical Investigation," American Economic Review, American Economic Association, vol. 91(5), pages 1369-1401, December.
    8. Moshammer, Edmund & Pierluigi, Beatrice & Masuch, Klaus, 2016. "Institutions, public debt and growth in Europe," Working Paper Series 1963, European Central Bank.
    9. Mr. Manmohan S. Kumar & Mr. Emanuele Baldacci, 2010. "Fiscal Deficits, Public Debt, and Sovereign Bond Yields," IMF Working Papers 2010/184, International Monetary Fund.
    10. Afonso, António & Jalles, João Tovar, 2013. "Growth and productivity: The role of government debt," International Review of Economics & Finance, Elsevier, vol. 25(C), pages 384-407.
    11. Ricardo Nunes & Davide Debortoli, 2007. "Political Disagreement, Lack of Commitment and the Level of Debt," 2007 Meeting Papers 725, Society for Economic Dynamics.
    12. John H. Cochrane, 2011. "Determinacy and Identification with Taylor Rules," Journal of Political Economy, University of Chicago Press, vol. 119(3), pages 565-615.
    13. Panizza, Ugo & Presbitero, Andrea F., 2014. "Public debt and economic growth: Is there a causal effect?," Journal of Macroeconomics, Elsevier, vol. 41(C), pages 21-41.
    14. Kaufmann, Daniel & Kraay, Aart & Mastruzzi, Massimo, 2005. "Governance matters IV : governance indicators for 1996-2004," Policy Research Working Paper Series 3630, The World Bank.
    15. Hadj Fraj, Salma & Hamdaoui, Mekki & Maktouf, Samir, 2018. "Governance and economic growth: The role of the exchange rate regime," International Economics, Elsevier, vol. 156(C), pages 326-364.
    16. Morrissey, Oliver & Udomkerdmongkol, Manop, 2012. "Governance, Private Investment and Foreign Direct Investment in Developing Countries," World Development, Elsevier, vol. 40(3), pages 437-445.
    17. Gilles Saint-Paul, 1992. "Fiscal Policy in an Endogenous Growth Model," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(4), pages 1243-1259.
    18. Jaejoon Woo & Manmohan S. Kumar, 2015. "Public Debt and Growth," Economica, London School of Economics and Political Science, vol. 82(328), pages 705-739, October.
    19. Carmen M. Reinhart & Kenneth S. Rogoff, 2010. "Growth in a Time of Debt," American Economic Review, American Economic Association, vol. 100(2), pages 573-578, May.
    20. Kolstad, Ivar & Villanger, Espen, 2008. "Determinants of foreign direct investment in services," European Journal of Political Economy, Elsevier, vol. 24(2), pages 518-533, June.
    21. Feldstein, Martin, 1988. "The Effects of Fiscal Policies when Incomes Are Uncertain: A Contradiction to Ricardian Equivalence," American Economic Review, American Economic Association, vol. 78(1), pages 14-23, March.
    22. Eunji Kim & Yoonhee Ha & Sangheon Kim, 2017. "Public Debt, Corruption and Sustainable Economic Growth," Sustainability, MDPI, vol. 9(3), pages 1-30, March.
    23. Eberhardt, Markus & Presbitero, Andrea F., 2015. "Public debt and growth: Heterogeneity and non-linearity," Journal of International Economics, Elsevier, vol. 97(1), pages 45-58.
    24. Barro, Robert J, 1979. "On the Determination of the Public Debt," Journal of Political Economy, University of Chicago Press, vol. 87(5), pages 940-971, October.
    25. Rajan, Raghuram G. & Zingales, Luigi, 2003. "The great reversals: the politics of financial development in the twentieth century," Journal of Financial Economics, Elsevier, vol. 69(1), pages 5-50, July.
    26. Barsky, Robert B & Mankiw, N Gregory & Zeldes, Stephen P, 1986. "Ricardian Consumers with Keynesian Propensities," American Economic Review, American Economic Association, vol. 76(4), pages 676-691, September.
    27. Luigi Benfratello & Alfredo Del Monte & Luca Pennacchio, 2018. "Corruption and public debt: a cross-country analysis," Applied Economics Letters, Taylor & Francis Journals, vol. 25(5), pages 340-344, March.
    28. Friedrich Schneider & Andreas Buehn & Claudio E. Montenegro, 2011. "Shadow Economies All Over the World: New Estimates for 162 Countries from 1999 to 2007," Chapters, in: Friedrich Schneider (ed.), Handbook on the Shadow Economy, chapter 1, Edward Elgar Publishing.
    29. Azmat Gani, 2011. "Governance and Growth in Developing Countries," Journal of Economic Issues, Taylor & Francis Journals, vol. 45(1), pages 19-40.
    30. Antonio Fatás & Ilian Mihov, 2013. "Policy Volatility, Institutions, and Economic Growth," The Review of Economics and Statistics, MIT Press, vol. 95(2), pages 362-376, May.
    31. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    32. Halvor Mehlum & Karl Moene & Ragnar Torvik, 2006. "Cursed by Resources or Institutions?," The World Economy, Wiley Blackwell, vol. 29(8), pages 1117-1131, August.
    33. Schultz, Kenneth A. & Weingast, Barry R., 2003. "The Democratic Advantage: Institutional Foundations of Financial Power in International Competition," International Organization, Cambridge University Press, vol. 57(1), pages 3-42, January.
    34. Thomas J. Sargent & Neil Wallace, 1984. "Some Unpleasant Monetarist Arithmetic," Palgrave Macmillan Books, in: Brian Griffiths & Geoffrey E. Wood (ed.), Monetarism in the United Kingdom, pages 15-41, Palgrave Macmillan.
    35. A. Craig Burnside & Martin S. Eichenbaum & Sergio Rebelo, 2003. "On the Fiscal Implications of Twin Crises," NBER Chapters, in: Managing Currency Crises in Emerging Markets, pages 187-223, National Bureau of Economic Research, Inc.
    36. Checherita-Westphal, Cristina & Rother, Philipp, 2012. "The impact of high government debt on economic growth and its channels: An empirical investigation for the euro area," European Economic Review, Elsevier, vol. 56(7), pages 1392-1405.
    37. Masuch, Klaus & Moshammer, Edmund & Pierluigi, Beatrice, 2016. "Institutions and Growth in Europe," CEPS Papers 11482, Centre for European Policy Studies.
    38. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    39. Daniel Kaufmann & Aart Kraay, 2002. "Growth without Governance," Economía Journal, The Latin American and Caribbean Economic Association - LACEA, vol. 0(Fall 2002), pages 169-230, August.
    40. Leiderman, Leonardo & Razin, Assaf, 1988. "Testing Ricardian Neutrality with an Intertemporal Stochastic Model," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 20(1), pages 1-21, February.
    41. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    42. Xavier Sala-I-Martin & Gernot Doppelhofer & Ronald I. Miller, 2004. "Determinants of Long-Term Growth: A Bayesian Averaging of Classical Estimates (BACE) Approach," American Economic Review, American Economic Association, vol. 94(4), pages 813-835, September.
    43. Kaufmann, Daniel & Kraay, Aart & Mastruzzi, Massimo, 2010. "The worldwide governance indicators : methodology and analytical issues," Policy Research Working Paper Series 5430, The World Bank.
    44. Friedrich Schneider & Andreas Buehn & Claudio Montenegro, 2010. "New Estimates for the Shadow Economies all over the World," International Economic Journal, Taylor & Francis Journals, vol. 24(4), pages 443-461.
    45. Aizenman, Joshua & Kletzer, Kenneth, 2007. "Economic Growth with Constraints on Tax Revenues and Public Debt: Implications for Fiscal Policy and Cross-Country Differences," Santa Cruz Department of Economics, Working Paper Series qt9421k9hq, Department of Economics, UC Santa Cruz.
    46. Huynh, Kim P. & Jacho-Chávez, David T., 2009. "Growth and governance: A nonparametric analysis," Journal of Comparative Economics, Elsevier, vol. 37(1), pages 121-143, March.
    47. Pierre-Guillaume Méon & Khalid Sekkat, 2005. "Does corruption grease or sand the wheels of growth?," Public Choice, Springer, vol. 122(1), pages 69-97, January.
    48. Evans, Paul, 1988. "Are Consumers Ricardian? Evidence for the United States," Journal of Political Economy, University of Chicago Press, vol. 96(5), pages 983-1004, October.
    49. Alberto Alesina & Guido Tabellini, 1990. "A Positive Theory of Fiscal Deficits and Government Debt," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 57(3), pages 403-414.
    50. Bellakhal, Rihab & Ben Kheder, Sonia & Haffoudhi, Houda, 2019. "Governance and renewable energy investment in MENA countries:How does trade matter?," Energy Economics, Elsevier, vol. 84(C).
    51. Mohammad Hossein Setayesh & Abbas Ali Daryaei, 2017. "Good governance, innovation, economic growth and the stock market turnover rate," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 26(7), pages 829-850, October.
    52. Dotsey, Michael, 1994. "Some unpleasant supply side arithmetic," Journal of Monetary Economics, Elsevier, vol. 33(3), pages 507-524, June.
    53. Jalilian, Hossein & Kirkpatrick, Colin & Parker, David, 2007. "The Impact of Regulation on Economic Growth in Developing Countries: A Cross-Country Analysis," World Development, Elsevier, vol. 35(1), pages 87-103, January.
    54. Olson, Mancur, Jr & Sarna, Naveen & Swamy, Anand V, 2000. "Governance and Growth: A Simple Hypothesis Explaining Cross-Country Differences in Productivity Growth," Public Choice, Springer, vol. 102(3-4), pages 341-364, March.
    55. Haug, Alfred A, 1990. "Ricardian Equivalence, Rational Expectations, and the Permanent Income Hypothesis," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 22(3), pages 305-326, August.
    56. Ang, James B., 2008. "Determinants of foreign direct investment in Malaysia," Journal of Policy Modeling, Elsevier, vol. 30(1), pages 185-189.
    57. Cukierman, Alex & Meltzer, Allan H, 1989. "A Political Theory of Government Debt and Deficits in a Neo-Ricardian Framework," American Economic Review, American Economic Association, vol. 79(4), pages 713-732, September.
    58. Benno J. Ndulu & Stephen A. O'Connell, 1999. "Governance and Growth in Sub-Saharan Africa," Journal of Economic Perspectives, American Economic Association, vol. 13(3), pages 41-66, Summer.
    59. Johann Graf Lambsdorff, 2003. "How Corruption Affects Productivity," Kyklos, Wiley Blackwell, vol. 56(4), pages 457-474, November.
    60. Jaejoon Woo, 2009. "Why Do More Polarized Countries Run More Procyclical Fiscal Policy?," The Review of Economics and Statistics, MIT Press, vol. 91(4), pages 850-870, November.
    61. Globerman, Steven & Shapiro, Daniel, 2002. "Global Foreign Direct Investment Flows: The Role of Governance Infrastructure," World Development, Elsevier, vol. 30(11), pages 1899-1919, November.
    62. Arusha Cooray, 2009. "Government Expenditure, Governance and Economic Growth," Comparative Economic Studies, Palgrave Macmillan;Association for Comparative Economic Studies, vol. 51(3), pages 401-418, September.
    63. Mauro, Paolo, 1998. "Corruption and the composition of government expenditure," Journal of Public Economics, Elsevier, vol. 69(2), pages 263-279, June.
    64. Debi Prasad Bal & Badri Narayan Rath, 2014. "Public debt and economic growth in India: A reassessment," Economic Analysis and Policy, Elsevier, vol. 44(3), pages 292-300.
    65. Mushtaq H. Khan, 2007. "Governance, Economic Growth and Development since the 1960s," Working Papers 54, United Nations, Department of Economics and Social Affairs.
    66. Asiedu, Elizabeth, 2003. "Debt relief and institutional reform: a focus on Heavily Indebted Poor Countries," The Quarterly Review of Economics and Finance, Elsevier, vol. 43(4), pages 614-626.
    67. Neumayer, Eric, 2002. "Is Good Governance Rewarded? A Cross-national Analysis of Debt Forgiveness," World Development, Elsevier, vol. 30(6), pages 913-930, June.
    68. Sylvain Dessy & Désiré Vencatachellum, 2007. "Debt Relief and Social Services Expenditure: The African Experience, 1989–2003," African Development Review, African Development Bank, vol. 19(1), pages 200-216.
    69. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    70. Evans, Paul, 1991. "Is Ricardian Equivalence a Good Approximation?," Economic Inquiry, Western Economic Association International, vol. 29(4), pages 626-644, October.
    71. Harry Seldadyo & Emmanuel Pandu Nugroho & Jakob De Haan, 2007. "Governance and Growth Revisited," Kyklos, Wiley Blackwell, vol. 60(2), pages 279-290, May.
    72. Bosco, Bruno, 2016. "Old and new factors affecting corruption in Europe: Evidence from panel data," Economic Analysis and Policy, Elsevier, vol. 51(C), pages 66-85.
    73. Roe, Mark J. & Siegel, Jordan I., 2011. "Political instability: Effects on financial development, roots in the severity of economic inequality," Journal of Comparative Economics, Elsevier, vol. 39(3), pages 279-309, September.
    74. Samuel Adams & Berhanu Mengistu, 2008. "Privatization, Governance and Economic Development in Developing Countries," Journal of Developing Societies, , vol. 24(4), pages 415-438, October.
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