An alternative business cycle dating procedure for South Africa
AbstractThis paper applies a Markov switching model to the South African economy to provide an alternative classification of the business cycle. Principal components analysis (PCA) is applied to 114 of the 186 variables used in the dating of the business cycle by the South African Reserve Bank. PCA establishes the co-movement in the dataset to calculate the reference turning points over the period 1982 to 2009. The large dataset broadens the information set available to date the turning points. The number of factors are chosen using a modified Bai and Ng (2002) method. The Markov switching model is also applied to Gross Domestic Product (GDP) as this is a commonly used variable to date the business cycle in the literature and provides a benchmark to the factor model. Our results indicate that the factor model accurately dates the South African business cycle and compares favourably to the SARB dating.
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Bibliographic InfoPaper provided by Economic Research Southern Africa in its series Working Papers with number 267.
Length: 25 pages
Date of creation: 2012
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Markov switching model; business cycles;
Find related papers by JEL classification:
- E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
- C10 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - General
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- Lucrezia Reichlin & Mario Forni & Marc Hallin & Marco Lippi, 2001.
"Coincident and leading indicators for the Euro area,"
ULB Institutional Repository
2013/10137, ULB -- Universite Libre de Bruxelles.
- Forni, Mario, et al, 2001. "Coincident and Leading Indicators for the Euro Area," Economic Journal, Royal Economic Society, vol. 111(471), pages C62-85, May.
- Kontolemis, Zenon G, 2001.
"Analysis of the US Business Cycle with a Vector-Markov-Switching Model,"
Journal of Forecasting,
John Wiley & Sons, Ltd., vol. 20(1), pages 47-61, January.
- Zenon Kontolemis G., 1999. "Analysis of the U.S. Business Cycle with a Vector-Markov-Switching Model," IMF Working Papers 99/107, International Monetary Fund.
- Hamilton, James D., 1988. "Rational-expectations econometric analysis of changes in regime : An investigation of the term structure of interest rates," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 385-423.
- Mike Artis & Hans-Martin Krolzig & Juan Toro, 2002.
"The European Business Cycle,"
Economic Working Papers at Centro de Estudios Andaluces
E2002/19, Centro de Estudios Andaluces.
- Canova, Fabio, 1999.
"Does Detrending Matter for the Determination of the Reference Cycle and the Selection of Turning Points?,"
Royal Economic Society, vol. 109(452), pages 126-50, January.
- Fabio Canova, 1994. "Does detrending matter for the determination of the reference cycle and the selection of turning points?," Economics Working Papers 113, Department of Economics and Business, Universitat Pompeu Fabra, revised Mar 1995.
- Hugo Nel*, 1996. "The Term Structure of Interest Rates and Economic Activity in South Africa," South African Journal of Economics, Economic Society of South Africa, vol. 64(3), pages 151-157, 09.
- Jushan Bai & Serena Ng, 2000.
"Determining the Number of Factors in Approximate Factor Models,"
Econometric Society World Congress 2000 Contributed Papers
1504, Econometric Society.
- Jushan Bai & Serena Ng, 2002. "Determining the Number of Factors in Approximate Factor Models," Econometrica, Econometric Society, vol. 70(1), pages 191-221, January.
- Jushan Bai & Serena Ng, 2000. "Determining the Number of Factors in Approximate Factor Models," Boston College Working Papers in Economics 440, Boston College Department of Economics.
- Willem Boshoff, 2005.
"The properties of cycles in South African financial variables and their relation to the business cycle,"
02/2005, Stellenbosch University, Department of Economics.
- Wh Boshoff, 2005. "The Properties Of Cycles In South African Financial Variables And Their Relation To The Business Cycle," South African Journal of Economics, Economic Society of South Africa, vol. 73(4), pages 694-709, December.
- Arthur F. Burns & Wesley C. Mitchell, 1946. "Measuring Business Cycles," NBER Books, National Bureau of Economic Research, Inc, number burn46-1, October.
- Gerhard Bry & Charlotte Boschan, 1971. "Cyclical Analysis of Time Series: Selected Procedures and Computer Programs," NBER Books, National Bureau of Economic Research, Inc, number bry_71-1, October.
- Allan P. Layton & Anirvan Banerji, 2001.
"What Is A Recession?: A Reprise,"
School of Economics and Finance Discussion Papers and Working Papers Series
095, School of Economics and Finance, Queensland University of Technology.
- Harding, Don & Pagan, Adrian, 2003. "A comparison of two business cycle dating methods," Journal of Economic Dynamics and Control, Elsevier, vol. 27(9), pages 1681-1690, July.
- Harding, Don & Pagan, Adrian, 2002.
"Dissecting the cycle: a methodological investigation,"
Journal of Monetary Economics,
Elsevier, vol. 49(2), pages 365-381, March.
- Don Harding & Adrian Pagan, 2000. "Disecting the Cycle: A Methodological Investigation," Econometric Society World Congress 2000 Contributed Papers 1164, Econometric Society.
- 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.
- Artis, Michael J & Kontolemis, Zenon G & Osborn, Denise R, 1997. "Business Cycles for G7 and European Countries," The Journal of Business, University of Chicago Press, vol. 70(2), pages 249-79, April.
- Stock, J.H. & Watson, M.W., 1989.
"New Indexes Of Coincident And Leading Economic Indicators,"
178d, Harvard - J.F. Kennedy School of Government.
- James H. Stock & Mark W. Watson, 1989. "New Indexes of Coincident and Leading Economic Indicators," NBER Chapters, in: NBER Macroeconomics Annual 1989, Volume 4, pages 351-409 National Bureau of Economic Research, Inc.
- Stan du Plessis, 2005.
"Reconsidering the business cycle and stabilisation policies in South Africa,"
10, Economic Research Southern Africa.
- du Plessis, S.A., 2006. "Reconsidering the business cycle and stabilisation policies in South Africa," Economic Modelling, Elsevier, vol. 23(5), pages 761-774, September.
- Alessi, Lucia & Barigozzi, Matteo & Capasso, Marco, 2010. "Improved penalization for determining the number of factors in approximate factor models," Statistics & Probability Letters, Elsevier, vol. 80(23-24), pages 1806-1813, December.
- Phillips, Kerk L., 1991. "A two-country model of stochastic output with changes in regime," Journal of International Economics, Elsevier, vol. 31(1-2), pages 121-142, August.
- Moolman, Elna, 2004. "A Markov switching regime model of the South African business cycle," Economic Modelling, Elsevier, vol. 21(4), pages 631-646, July.
- Olivier Jean Blanchard & Stanley Fischer, 1989. "Lectures on Macroeconomics," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262022834, June.
- Engel, Charles & Hamilton, James D, 1990. "Long Swings in the Dollar: Are They in the Data and Do Markets Know It?," American Economic Review, American Economic Association, vol. 80(4), pages 689-713, September.
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