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The exploration of economic crises: parameter uncertainty and predictive ability

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  • John Nkwoma Inekwe

Abstract

Over a long horizon, this paper examines joint economic crises and determines the power of 49 variables in predicting such episodes. While incorporating dynamism in the prediction, we generate the predictive power of various specifications and model the uncertainty in the parameters of interest. The results reveal that growth of real gross domestic product per capita, regulation, bank non‐performing loans, interest rate and inflation rate are the most significant variables in predicting the joint economic crises. These variables predict economic crises with about 93% accuracy and can predict joint economic crises in developing countries and recent joint crises.

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  • John Nkwoma Inekwe, 2019. "The exploration of economic crises: parameter uncertainty and predictive ability," Scottish Journal of Political Economy, Scottish Economic Society, vol. 66(2), pages 290-313, May.
  • Handle: RePEc:bla:scotjp:v:66:y:2019:i:2:p:290-313
    DOI: 10.1111/sjpe.12199
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    1. Giulio Bottazzi & Marco Grazzi & Angelo Secchi & Federico Tamagni, 2011. "Financial and economic determinants of firm default," Journal of Evolutionary Economics, Springer, vol. 21(3), pages 373-406, August.
    2. Frankel, Jeffrey & Saravelos, George, 2012. "Can leading indicators assess country vulnerability? Evidence from the 2008–09 global financial crisis," Journal of International Economics, Elsevier, vol. 87(2), pages 216-231.
    3. Carmen M. Reinhart & Graciela L. Kaminsky, 1999. "The Twin Crises: The Causes of Banking and Balance-of-Payments Problems," American Economic Review, American Economic Association, vol. 89(3), pages 473-500, June.
    4. Giovanni Caggiano & Leone Leonida, 2009. "International output convergence: evidence from an autocorrelation function approach," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(1), pages 139-162.
    5. Luc Laeven & Fabian Valencia, 2020. "Systemic Banking Crises Database II," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 68(2), pages 307-361, June.
    6. Frankel, Jeffrey A. & Rose, Andrew K., 1996. "Currency Crashes in Emerging Markets: Empirical Indicators," Center for International and Development Economics Research (CIDER) Working Papers 233424, University of California-Berkeley, Department of Economics.
    7. Carmen M. Reinhart & Kenneth S. Rogoff, 2014. "This Time is Different: A Panoramic View of Eight Centuries of Financial Crises," Annals of Economics and Finance, Society for AEF, vol. 15(2), pages 215-268, November.
    8. Babecký, Jan & Havránek, Tomáš & Matějů, Jakub & Rusnák, Marek & Šmídková, Kateřina & Vašíček, Bořek, 2014. "Banking, debt, and currency crises in developed countries: Stylized facts and early warning indicators," Journal of Financial Stability, Elsevier, vol. 15(C), pages 1-17.
    9. Carmen M. Reinhart & Graciela L. Kaminsky, 1999. "The Twin Crises: The Causes of Banking and Balance-of-Payments Problems," American Economic Review, American Economic Association, vol. 89(3), pages 473-500, June.
    10. Nicholas Bloom, 2009. "The Impact of Uncertainty Shocks," Econometrica, Econometric Society, vol. 77(3), pages 623-685, May.
    11. Manasse, Paolo & Roubini, Nouriel, 2009. ""Rules of thumb" for sovereign debt crises," Journal of International Economics, Elsevier, vol. 78(2), pages 192-205, July.
    12. Luc Laeven, 2011. "Banking Crises: A Review," Annual Review of Financial Economics, Annual Reviews, vol. 3(1), pages 17-40, December.
    13. Reinhart, Carmen & Rogoff, Kenneth, 2009. "This Time It’s Different: Eight Centuries of Financial Folly-Preface," MPRA Paper 17451, University Library of Munich, Germany.
    14. Aghion, Philippe & Bacchetta, Philippe & Banerjee, Abhijit, 2001. "Currency crises and monetary policy in an economy with credit constraints," European Economic Review, Elsevier, vol. 45(7), pages 1121-1150.
    15. 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.
    16. Cuadra, Gabriel & Sapriza, Horacio, 2008. "Sovereign default, interest rates and political uncertainty in emerging markets," Journal of International Economics, Elsevier, vol. 76(1), pages 78-88, September.
    17. Gorton, Gary, 1988. "Banking Panics and Business Cycles," Oxford Economic Papers, Oxford University Press, vol. 40(4), pages 751-781, December.
    18. Alberto Alesina & Guido Tabellini, 1990. "A Positive Theory of Fiscal Deficits and Government Debt," Review of Economic Studies, Oxford University Press, vol. 57(3), pages 403-414.
    19. Reinhart, Carmen & Rogoff, Kenneth, 2009. "This Time It’s Different: Eight Centuries of Financial Folly-Chapter 1," MPRA Paper 17452, University Library of Munich, Germany.
    20. Carmen M. Reinhart & Kenneth S. Rogoff, 2011. "From Financial Crash to Debt Crisis," American Economic Review, American Economic Association, vol. 101(5), pages 1676-1706, August.
    21. Diemo Dietrich & Achim Hauck, 2012. "Government interventions in banking crises: effects of alternative schemes on bank lending and risk taking," Scottish Journal of Political Economy, Scottish Economic Society, vol. 59(2), pages 133-161, May.
    22. Michelacci, Claudio & Zaffaroni, Paolo, 2000. "(Fractional) beta convergence," Journal of Monetary Economics, Elsevier, vol. 45(1), pages 129-153, February.
    23. Caggiano, Giovanni & Calice, Pietro & Leonida, Leone & Kapetanios, George, 2016. "Comparing logit-based early warning systems: Does the duration of systemic banking crises matter?," Journal of Empirical Finance, Elsevier, vol. 37(C), pages 104-116.
    24. Carl Singleton, 2018. "Long‐Term Unemployment and the Great Recession: Evidence from UK Stocks and Flows," Scottish Journal of Political Economy, Scottish Economic Society, vol. 65(2), pages 105-126, May.
    25. Mr. Pau Rabanal & Mr. Aditya Narain & Steen Byskov, 2003. "Prudential Issues in Less Diversified Economies," IMF Working Papers 2003/198, International Monetary Fund.
    26. Jacopo Carmassi & Daniel Gros & Stefano Micossi, 2009. "The Global Financial Crisis: Causes and Cures," Journal of Common Market Studies, Wiley Blackwell, vol. 47(5), pages 977-996, November.
    27. Bordo, M.D. & Meissner, C.M., 2016. "Fiscal and Financial Crises," Handbook of Macroeconomics, in: J. B. Taylor & Harald Uhlig (ed.), Handbook of Macroeconomics, edition 1, volume 2, chapter 0, pages 355-412, Elsevier.
    28. Reinhart, Carmen M. & Rogoff, Kenneth S., 2013. "Banking crises: An equal opportunity menace," Journal of Banking & Finance, Elsevier, vol. 37(11), pages 4557-4573.
    29. Yu‐Fu Chen & Michael Funke, 2010. "Booms, Recessions And Financial Turmoil: A Fresh Look At Investment Decisions Under Cyclical Uncertainty," Scottish Journal of Political Economy, Scottish Economic Society, vol. 57(3), pages 290-317, July.
    30. Goderis, Benedikt & Ioannidou, Vasso P., 2008. "Do high interest rates defend currencies during speculative attacks New evidence," Journal of International Economics, Elsevier, vol. 74(1), pages 158-169, January.
    31. Redish, Angela, 1983. "The economic crisis of 1837-1839 in Upper Canada: Case study of a temporary suspension of specie payments," Explorations in Economic History, Elsevier, vol. 20(4), pages 402-417, October.
    32. Magnus, Jan R. & Powell, Owen & Prüfer, Patricia, 2010. "A comparison of two model averaging techniques with an application to growth empirics," Journal of Econometrics, Elsevier, vol. 154(2), pages 139-153, February.
    33. John Inekwe, 2018. "Financial crises and the extreme bounds of predictors," Empirical Economics, Springer, vol. 55(4), pages 2047-2067, December.
    34. Frankel, Jeffrey A. & Rose, Andrew K., 1996. "Currency crashes in emerging markets: An empirical treatment," Journal of International Economics, Elsevier, vol. 41(3-4), pages 351-366, November.
    35. Giuseppe De Luca & Jan R. Magnus, 2011. "Bayesian model averaging and weighted-average least squares: Equivariance, stability, and numerical issues," Stata Journal, StataCorp LP, vol. 11(4), pages 518-544, December.
    36. David Roodman, 2011. "Fitting fully observed recursive mixed-process models with cmp," Stata Journal, StataCorp LP, vol. 11(2), pages 159-206, June.
    37. Caggiano, Giovanni & Calice, Pietro & Leonida, Leone, 2014. "Early warning systems and systemic banking crises in low income countries: A multinomial logit approach," Journal of Banking & Finance, Elsevier, vol. 47(C), pages 258-269.
    38. Jacopo Carmassi & Daniel Gros & Stefano Micossi, 2009. "The Global Financial Crisis: Causes and Cures," Journal of Common Market Studies, Wiley Blackwell, vol. 47, pages 977-996, November.
    39. Douglas W. Diamond & Raghuram G. Rajan, 2009. "Illiquidity and Interest Rate Policy," NBER Working Papers 15197, National Bureau of Economic Research, Inc.
    40. Wilde, Joachim, 2000. "Identification of multiple equation probit models with endogenous dummy regressors," Economics Letters, Elsevier, vol. 69(3), pages 309-312, December.
    41. John T. Harvey, 2010. "Modeling financial crises: a schematic approach," Journal of Post Keynesian Economics, Taylor & Francis Journals, vol. 33(1), pages 61-82, October.
    42. Yu-Fu Chen & Michael Funke, 2010. "Booms, Recessions And Financial Turmoil: A Fresh Look At Investment Decisions Under Cyclical Uncertainty," Scottish Journal of Political Economy, Scottish Economic Society, vol. 57(s1), pages 290-317, July.
    43. Brewer, Thomas L & Rivoli, Pietra, 1990. "Politics and Perceived Country Creditworthiness in International Banking," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 22(3), pages 357-369, August.
    44. Raghuram G. Rajan, 2010. "Fault Lines: How Hidden Fractures Still Threaten the World Economy," Economics Books, Princeton University Press, edition 1, number 9111, April.
    45. Edwards, Sebastian, 1984. "LDC Foreign Borrowing and Default Risk: An Empirical Investigation, 1976-80," American Economic Review, American Economic Association, vol. 74(4), pages 726-734, September.
    46. Jean-Charles Rochet, 2008. "Introduction to Why Are There So Many Banking Crises? The Politics and Policy of Bank Regulation," Introductory Chapters, in: Why Are There So Many Banking Crises? The Politics and Policy of Bank Regulation, Princeton University Press.
    47. Moshirian, Fariborz, 2011. "Global financial crisis, international financial architecture and regulation," Journal of Banking & Finance, Elsevier, vol. 35(3), pages 499-501, March.
    48. Chakrabarti, Avik & Zeaiter, Hussein, 2014. "The determinants of sovereign default: A sensitivity analysis," International Review of Economics & Finance, Elsevier, vol. 33(C), pages 300-318.
    49. Duttagupta, Rupa & Cashin, Paul, 2011. "Anatomy of banking crises in developing and emerging market countries," Journal of International Money and Finance, Elsevier, vol. 30(2), pages 354-376, March.
    50. Asli Demirgüç-Kunt & Enrica Detragiache, 1998. "The Determinants of Banking Crises in Developing and Developed Countries," IMF Staff Papers, Palgrave Macmillan, vol. 45(1), pages 81-109, March.
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