A time-varying markov-switching model for economic growth
This paper investigates economic growth’s pattern of variation across and within countries using a Time-Varying Transition Matrix Markov-Switching Approach. The model developed follows the approach of Pritchett (2003) and explains the dynamics of growth based on a collection of different states, each of which has a sub-model and a growth pattern, by which countries oscillate over time. The transition matrix among the different states varies over time, depending on the conditioning variables of each country, with a linear dynamic for each state. We develop a generalization of the Diebold’s EM Algorithm and estimate an example model in a panel with a transition matrix conditioned on the quality of the institutions and the level of investment. We found three states of growth: stable growth, miraculous growth, and stagnation. The results show that the quality of the institutions is an important determinant of long-term growth, whereas the level of investment has varying roles in that it contributes positively in countries with high-quality institutions but is of little relevance in countries with medium- or poor-quality institutions.
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- Romain Wacziarg & Karen Horn Welch, 2003.
"Trade Liberalization and Growth: New Evidence,"
NBER Working Papers
10152, National Bureau of Economic Research, Inc.
- Robert E. Hall & Charles I. Jones, 1999.
"Why Do Some Countries Produce So Much More Output Per Worker Than Others?,"
The Quarterly Journal of Economics,
MIT Press, vol. 114(1), pages 83-116, February.
- Robert E. Hall & Charles I. Jones, 1999. "Why Do Some Countries Produce So Much More Output per Worker than Others?," NBER Working Papers 6564, National Bureau of Economic Research, Inc.
- Paap, Richard & Franses, Philip Hans & van Dijk, Dick, 2005. "Does Africa grow slower than Asia, Latin America and the Middle East? Evidence from a new data-based classification method," Journal of Development Economics, Elsevier, vol. 77(2), pages 553-570, August.
- Oya Pinar Ardic, 2006.
"The Gap Between the Rich and the Poor: Patterns of Heterogenity in the Cross-Country Data,"
2006/01, Bogazici University, Department of Economics.
- ArdIc, Oya PInar, 2006. "The gap between the rich and the poor: Patterns of heterogeneity in the cross-country data," Economic Modelling, Elsevier, vol. 23(3), pages 538-555, May.
- Stephen Knack & Philip Keefer, 1995. "Institutions And Economic Performance: Cross-Country Tests Using Alternative Institutional Measures," Economics and Politics, Wiley Blackwell, vol. 7(3), pages 207-227, November.
- Ruud, Paul A., 1991.
"Extensions of estimation methods using the EM algorithm,"
Journal of Econometrics,
Elsevier, vol. 49(3), pages 305-341, September.
- Paul A. Ruud., 1988. "Extensions of Estimation Methods Using the EM Algorithm.," Economics Working Papers 8899, University of California at Berkeley.
- Richard Jong-A-Pin & Jakob de Haan, 2007. "Political Regime Change, Economic Reform and Growth Accelerations," CESifo Working Paper Series 1905, CESifo Group Munich.
- Bloom, David E & Canning, David & Sevilla, Jaypee, 2003. " Geography and Poverty Traps," Journal of Economic Growth, Springer, vol. 8(4), pages 355-78, December.
- Hamilton, James D., 1990. "Analysis of time series subject to changes in regime," Journal of Econometrics, Elsevier, vol. 45(1-2), pages 39-70.
- Marco Alfo & Giovanni Trovato & Robert J. Waldmann, 2008. "Testing for country heterogeneity in growth models using a finite mixture approach," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(4), pages 487-514.
- Jushan Bai & Pierre Perron, 2003.
"Computation and analysis of multiple structural change models,"
Journal of Applied Econometrics,
John Wiley & Sons, Ltd., vol. 18(1), pages 1-22.
- BAI, Jushan & PERRON, Pierre, 1998. "Computation and Analysis of Multiple Structural-Change Models," Cahiers de recherche 9807, Universite de Montreal, Departement de sciences economiques.
- Tom Doan, . "RATS programs to replicate examples of Bai-Perron procedure," Statistical Software Components RTZ00008, Boston College Department of Economics.
- Tom Doan, . "MULTIPLEBREAKS: RATS procedure to perform multiple structural change analysis," Statistical Software Components RTS00138, Boston College Department of Economics.
- Tom Doan, . "BAIPERRON: RATS procedure to perform Bai-Perron Test for Multiple Structural Changes," Statistical Software Components RTS00013, Boston College Department of Economics.
- William Easterly & Michael Kremer & Lant Pritchett & Lawrence H. Summers, 1993.
"Good Policy or Good Luck? Country Growth Performance and Temporary Shocks,"
NBER Working Papers
4474, National Bureau of Economic Research, Inc.
- Easterly, William & Kremer, Michael & Pritchett, Lant & Summers, Lawrence H., 1993. "Good policy or good luck?: Country growth performance and temporary shocks," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 459-483, December.
- Ricardo Hausmann & Lant Pritchett & Dani Rodrik, 2004.
NBER Working Papers
10566, National Bureau of Economic Research, Inc.
- Hausmann, Ricardo & Pritchett, Lant & Rodrik, Dani, 2004. "Growth Accelerations," CEPR Discussion Papers 4538, C.E.P.R. Discussion Papers.
- Hausmann, Ricardo & Pritchett, Lant & Rodrik, Dani, 2004. "Growth Accelerations," Working Paper Series rwp04-030, Harvard University, John F. Kennedy School of Government.
- Fabio Canova, 2004.
"Testing for Convergence Clubs in Income Per Capita: A Predictive Density Approach,"
International Economic Review,
Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 45(1), pages 49-77, 02.
- Fabio Canova, 1997. "Testing for convergence clubs in income per-capita: A predictive density approach," Economics Working Papers 404, Department of Economics and Business, Universitat Pompeu Fabra, revised Jun 1999.
- Canova, Fabio, 2001. "Testing for convergence clubs in income per-capita : a predictive density approach," HWWA Discussion Papers 139, Hamburg Institute of International Economics (HWWA).
- Canova, Fabio, 1999. "Testing for Convergence Clubs in Income per-capita: A Predictive Density Approach," CEPR Discussion Papers 2201, C.E.P.R. Discussion Papers.
- Chih Ming Tan, 2005.
"No One True Path: Uncovering the Interplay between Geography, Institutions, and Fractionalization in Economic Development,"
Discussion Papers Series, Department of Economics, Tufts University
0512, Department of Economics, Tufts University.
- Chih Ming Tan, 2010. "No one true path: uncovering the interplay between geography, institutions, and fractionalization in economic development," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 25(7), pages 1100-1127, November/.
- Desdoigts, Alain, 1999. " Patterns of Economic Development and the Formation of Clubs," Journal of Economic Growth, Springer, vol. 4(3), pages 305-30, September.
- Bruce E. Hansen, 2000.
"Sample Splitting and Threshold Estimation,"
Econometric Society, vol. 68(3), pages 575-604, May.
- Winford H. Masanjala & Chris Papageorgiou, 2004. "The Solow model with CES technology: nonlinearities and parameter heterogeneity," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(2), pages 171-201.
- Durlauf, Steven N & Johnson, Paul A, 1995.
"Multiple Regimes and Cross-Country Growth Behaviour,"
Journal of Applied Econometrics,
John Wiley & Sons, Ltd., vol. 10(4), pages 365-84, Oct.-Dec..
- Durlauf, S.M. & Johnson, P.A., 1995. "Multiple Regimes and Cross-Country Growth Behavior," Working papers 9419r, Wisconsin Madison - Social Systems.
- Francis X. Diebold & Joon-Haeng Lee & Gretchen C. Weinbach, 1993. "Regime switching with time-varying transition probabilities," Working Papers 93-12, Federal Reserve Bank of Philadelphia.
- Pritchett, Lant, 2000. "Understanding Patterns of Economic Growth: Searching for Hills among Plateaus, Mountains, and Plains," World Bank Economic Review, World Bank Group, vol. 14(2), pages 221-50, May.
- Watson, Mark W. & Engle, Robert F., 1983. "Alternative algorithms for the estimation of dynamic factor, mimic and varying coefficient regression models," Journal of Econometrics, Elsevier, vol. 23(3), pages 385-400, December.
- Jerzmanowski, Michal, 2006. "Empirics of hills, plateaus, mountains and plains: A Markov-switching approach to growth," Journal of Development Economics, Elsevier, vol. 81(2), pages 357-385, December.
- Andros Kourtellos, 2002. "A Projection Pursuit Approach to Cross Country Growth Data," University of Cyprus Working Papers in Economics 0213, University of Cyprus Department of Economics.
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