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On the Link Between the Volatility and Skewness of Growth

  • Geert Bekaert
  • Alexander Popov

In a sample of 110 countries over the period 1960-2009, we document a positive relation between the volatility and skewness of growth in the cross-section. The relation holds regardless of initial level of economic development and of subsequent long-run growth rate. We argue that this novel stylized fact is related to two distinct phenomena: sudden growth spurts in mostly emerging markets, and rare and abrupt crises in mostly developed economies. The former phenomenon is driven by industrialization, macroeconomic stabilization, and the exploitation of natural resources. The latter is consistent with recent theories of financial frictions. The positive relation between volatility and skewness in the cross-section is in sharp contrast with a negative relation between the two in panel data with country fixed effects which is fully driven by business cycle variation in rich countries.

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Paper provided by National Bureau of Economic Research, Inc in its series NBER Working Papers with number 18556.

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Date of creation: Nov 2012
Date of revision:
Handle: RePEc:nbr:nberwo:18556
Note: EFG
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  1. Kiyotaki, Nobuhiro & Moore, John, 1997. "Credit Cycles," Journal of Political Economy, University of Chicago Press, vol. 105(2), pages 211-48, April.
  2. Torben G. Andersen & Tim Bollerslev & Francis X. Diebold & Paul Labys, 2001. "Modeling and Forecasting Realized Volatility," Center for Financial Institutions Working Papers 01-01, Wharton School Center for Financial Institutions, University of Pennsylvania.
  3. Aguiar, Mark & Gopinath, Gita, 2007. "Emerging Market Business Cycles: The Cycle is the Trend," Scholarly Articles 11988098, Harvard University Department of Economics.
  4. Galor, Oded & Moav, Omer, 2001. "Natural Selection and the Origin of Economic Growth," CEPR Discussion Papers 2727, C.E.P.R. Discussion Papers.
  5. Comin, D. & Gertler, M., 2003. "Medium Term Business Cycles," Working Papers 03-05, C.V. Starr Center for Applied Economics, New York University.
  6. Sichel, Daniel E, 1993. "Business Cycle Asymmetry: A Deeper Look," Economic Inquiry, Western Economic Association International, vol. 31(2), pages 224-36, April.
  7. Paolo Epifani & Gino Gancia, 2005. "Openness, government size and the terms of trade," Economics Working Papers 915, Department of Economics and Business, Universitat Pompeu Fabra, revised Jan 2008.
  8. Fatas, Antonio & Mihov, Ilian, 2006. "The macroeconomic effects of fiscal rules in the US states," Journal of Public Economics, Elsevier, vol. 90(1-2), pages 101-117, January.
  9. Welch, Ivo, 1992. " Sequential Sales, Learning, and Cascades," Journal of Finance, American Finance Association, vol. 47(2), pages 695-732, June.
  10. Ramey, Garey & Ramey, Valerie A, 1995. "Cross-Country Evidence on the Link between Volatility and Growth," American Economic Review, American Economic Association, vol. 85(5), pages 1138-51, December.
  11. Acemoglu, Daron & Zilibotti, Fabrizio, 1996. "Was Prometheus Unbound by Chance? Risk, Diversification and Growth," CEPR Discussion Papers 1426, C.E.P.R. Discussion Papers.
  12. Jeffrey Sachs & Andrew Warner, 1995. "Economic Reform and the Progress of Global Integration," Harvard Institute of Economic Research Working Papers 1733, Harvard - Institute of Economic Research.
  13. Gary D. Hansen & Edward C. Prescott, 1998. "Malthus to Solow," NBER Working Papers 6858, National Bureau of Economic Research, Inc.
  14. Guillermo Ordo�ez, 2013. "The Asymmetric Effects of Financial Frictions," Journal of Political Economy, University of Chicago Press, vol. 121(5), pages 844 - 895.
  15. Kevin M. Murphy & Andrei Shleifer & Robert W. Vishny, 1988. "Industrialization and the Big Push," NBER Working Papers 2708, National Bureau of Economic Research, Inc.
  16. Acemoglu, Daron & Scott, Andrew, 1997. "Asymmetric business cycles: Theory and time-series evidence," Journal of Monetary Economics, Elsevier, vol. 40(3), pages 501-533, December.
  17. Enrique G. Mendoza, 2010. "Sudden Stops, Financial Crises, and Leverage," American Economic Review, American Economic Association, vol. 100(5), pages 1941-66, December.
  18. Boyan Jovanovic, 2006. "Asymmetric Cycles," Review of Economic Studies, Oxford University Press, vol. 73(1), pages 145-162.
  19. 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.
  20. Neftci, Salih N, 1984. "Are Economic Time Series Asymmetric over the Business Cycle?," Journal of Political Economy, University of Chicago Press, vol. 92(2), pages 307-28, April.
  21. Javier García-Cicco & Roberto Pancrazi & Martín Uribe, 2006. "Real Business Cycles in Emerging Countries?," NBER Working Papers 12629, National Bureau of Economic Research, Inc.
  22. Goodfriend, Marvin & McDermott, John, 1995. "Early Development," American Economic Review, American Economic Association, vol. 85(1), pages 116-33, March.
  23. Acemoglu, Daron & Scott, Andrew, 1994. "Asymmetries in the Cyclical Behaviour of UK Labour Markets," Economic Journal, Royal Economic Society, vol. 104(427), pages 1303-23, November.
  24. Bloom, David E & Canning, David & Sevilla, Jaypee, 2003. " Geography and Poverty Traps," Journal of Economic Growth, Springer, vol. 8(4), pages 355-78, December.
  25. Simon Johnson & William Larson & Chris Papageorgiou & Arvind Subramanian, 2009. "Is Newer Better? Penn World Table Revisions and Their Impact on Growth Estimates," Working Papers 191, Center for Global Development.
  26. James H. Stock & Mark W. Watson, 2003. "Has the Business Cycle Changed and Why?," NBER Chapters, in: NBER Macroeconomics Annual 2002, Volume 17, pages 159-230 National Bureau of Economic Research, Inc.
  27. Romain Wacziarg & Karen Horn Welch, 2008. "Trade Liberalization and Growth: New Evidence," World Bank Economic Review, World Bank Group, vol. 22(2), pages 187-231, June.
  28. Laura Veldkamp, 2003. "Learning Asymmetries in Real Business Cycles," Working Papers 03-21, New York University, Leonard N. Stern School of Business, Department of Economics.
  29. Mark Aguiar & Gita Gopinath, 2007. "Emerging Market Business Cycles: The Cycle Is the Trend," Journal of Political Economy, University of Chicago Press, vol. 115, pages 69-102.
  30. Francis X. Diebold & Glenn D. Rudebusch, 1988. "A nonparametric investigation of duration dependence in the American business cycle," Working Paper Series / Economic Activity Section 90, Board of Governors of the Federal Reserve System (U.S.).
  31. Romain Ranciere & Aaron Tornell & Frank Westermann, 2015. "Systemic Crises and Growth," Working Papers 190, Barcelona Graduate School of Economics.
  32. Finn E. Kydland & Carlos E.J.M. Zarazaga, 2001. "Argentina's lost decade," Center for Latin America Working Papers 0401, Federal Reserve Bank of Dallas.
  33. Rodrik, Dani, 1996. "Why do More Open Economies Have Bigger Governments?," CEPR Discussion Papers 1388, C.E.P.R. Discussion Papers.
  34. Gali, Jordi, 1994. "Government size and macroeconomic stability," European Economic Review, Elsevier, vol. 38(1), pages 117-132, January.
  35. Ann Owen & Julio Videras & Lewis Davis, 2009. "Do all countries follow the same growth process?," Journal of Economic Growth, Springer, vol. 14(4), pages 265-286, December.
  36. Daron Acemoglu & Simon Johnson & James Robinson & Yunyong Thaicharoen, 2002. "Institutional Causes, Macroeconomic Symptoms: Volatility, Crises and Growth," NBER Working Papers 9124, National Bureau of Economic Research, Inc.
  37. David N. Weil & Oded Galor, 2000. "Population, Technology, and Growth: From Malthusian Stagnation to the Demographic Transition and Beyond," American Economic Review, American Economic Association, vol. 90(4), pages 806-828, September.
  38. Finn E. Kydland & Carlos E. J. M. Zarazaga, 2002. "Online Appendix to Argentina's Lost Decade and the Subsequent Recovery Puzzle," Technical Appendices kydland02, Review of Economic Dynamics.
  39. Ben Bernanke & Mark Gertler & Simon Gilchrist, 1994. "The Financial Accelerator and the Flight to Quality," NBER Working Papers 4789, National Bureau of Economic Research, Inc.
  40. Bernanke, Ben & Gertler, Mark, 1989. "Agency Costs, Net Worth, and Business Fluctuations," American Economic Review, American Economic Association, vol. 79(1), pages 14-31, March.
  41. Hamilton, James D, 1989. "A New Approach to the Economic Analysis of Nonstationary Time Series and the Business Cycle," Econometrica, Econometric Society, vol. 57(2), pages 357-84, March.
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