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Growth and volatility regime switching models for New Zealand GDP data

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Abstract

This paper fits hidden Markov switching models to New Zealand GDP data. A primary objective is to better understand the utility of these methods for modelling growth and volatility regimes present in the New Zealand data and their interaction. Properties of the models are developed together with a description of the estimation methods, including use of the Expectation Maximisation (EM) algorithm. The models are fitted to New Zealand GDP and production sector growth rates to analyse changes in their mean and volatility over time. The paper discusses applications of the methodology to identifying changes in growth performances, and examines the timing of growth and volatility regime switching between production sectors. Conclusions to emerge are that, in contrast to the 1980s, New Zealand GDP growth experienced an unusually long period of time in high growth and low volatility regimes during the 1990s. The paper evaluates sector contributions to this 1990s experience and discusses directions for further development.

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  • Robert A Buckle & David Haugh & Peter Thomson, 2002. "Growth and volatility regime switching models for New Zealand GDP data," Treasury Working Paper Series 02/08, New Zealand Treasury.
    • Handle: RePEc:nzt:nztwps:02/08
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    File URL: https://treasury.govt.nz/sites/default/files/2007-10/twp02-08.pdf
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    1. Robert A. Buckle & John A. Carlson, 2000. "Inflation and Asymmetric Price Adjustment," The Review of Economics and Statistics, MIT Press, vol. 82(1), pages 157-160, February.
    2. Diebold, Francis X & Rudebusch, Glenn D, 1992. "Have Postwar Economic Fluctuations Been Stabilized?," American Economic Review, American Economic Association, vol. 82(4), pages 993-1005, September.
    3. Sichel, Daniel E, 1993. "Business Cycle Asymmetry: A Deeper Look," Economic Inquiry, Western Economic Association International, vol. 31(2), pages 224-236, April.
    4. Giles, David E A, 1997. "Testing for Asymmetry in the Measured and Underground Business Cycles in New Zealand," The Economic Record, The Economic Society of Australia, vol. 73(222), pages 225-232, September.
    5. Backus, David K & Kehoe, Patrick J, 1992. "International Evidence of the Historical Properties of Business Cycles," American Economic Review, American Economic Association, vol. 82(4), pages 864-888, September.
    6. repec:fth:harver:1418 is not listed on IDEAS
    7. Olivier Blanchard & John Simon, 2001. "The Long and Large Decline in U.S. Output Volatility," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 32(1), pages 135-174.
    8. 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.
    9. David E. A. Giles, 1997. "Testing for Asymmetry in the Measured and Underground Business Cycles in New Zealand," The Economic Record, The Economic Society of Australia, vol. 73(222), pages 225-232, September.
    10. Kim, Kunhong & Buckle, R A & Hall, V B, 1994. "Key Features of New Zealand Business Cycles," The Economic Record, The Economic Society of Australia, vol. 70(208), pages 56-73, March.
    11. Rhee, Wooheon & Rich, Robert W., 1995. "Inflation and the asymmetric effects of money on output fluctuations," Journal of Macroeconomics, Elsevier, vol. 17(4), pages 683-702.
    12. James Peery Cover, 1992. "Asymmetric Effects of Positive and Negative Money-Supply Shocks," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(4), pages 1261-1282.
    13. 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.
    14. Olekalns, Nilss, 1995. "The Effect of Nominal Demand Shocks on Manufacturing Output: Evidence from Disaggregated Australian Data," The Economic Record, The Economic Society of Australia, vol. 71(212), pages 66-76, March.
    15. J. Bradford DeLong & Lawrence H. Summers, 1988. "How Does Macroeconomic Policy Affect Output?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 19(2), pages 433-494.
    16. 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 357-384, March.
    17. Filardo, Andrew J, 1994. "Business-Cycle Phases and Their Transitional Dynamics," Journal of Business & Economic Statistics, American Statistical Association, vol. 12(3), pages 299-308, July.
    18. Karras, Georgios, 1996. "Are the Output Effects of Monetary Policy Asymmetric? Evidence from a Sample of European Countries," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 58(2), pages 267-278, May.
    19. Durland, J Michael & McCurdy, Thomas H, 1994. "Duration-Dependent Transitions in a Markov Model of U.S. GNP Growth," Journal of Business & Economic Statistics, American Statistical Association, vol. 12(3), pages 279-288, July.
    20. John Simon, 2001. "The Decline in Australian Output Volatility," RBA Research Discussion Papers rdp2001-01, Reserve Bank of Australia.
    21. Goldfeld, Stephen M. & Quandt, Richard E., 1973. "A Markov model for switching regressions," Journal of Econometrics, Elsevier, vol. 1(1), pages 3-15, March.
    22. Boldin, Michael D, 1994. "Dating Turning Points in the Business Cycle," The Journal of Business, University of Chicago Press, vol. 67(1), pages 97-131, January.
    23. Kunhong Kim & A. Buckle & V. B. Hall, 1994. "Key Features of New Zealand Business Cycles," The Economic Record, The Economic Society of Australia, vol. 70(208), pages 56-72, March.
    24. Kim, Chang-Jin, 1994. "Dynamic linear models with Markov-switching," Journal of Econometrics, Elsevier, vol. 60(1-2), pages 1-22.
    25. 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.
    26. Donald P. Morgan, 1993. "Asymmetric effects of monetary policy," Economic Review, Federal Reserve Bank of Kansas City, vol. 78(Q II), pages 21-33.
    27. Hamilton, James D. & Susmel, Raul, 1994. "Autoregressive conditional heteroskedasticity and changes in regime," Journal of Econometrics, Elsevier, vol. 64(1-2), pages 307-333.
    28. 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 307-328, April.
    29. Nilss Olekalns, 1995. "The Effect of Nominal Demand Shocks on Manufacturing Output: Evidence from Disaggregated Australian Data," The Economic Record, The Economic Society of Australia, vol. 71(1), pages 66-76, March.
    30. Burgess, Simon M, 1992. "Asymmetric Employment Cycles in Britain: Evidence and an Explanation," Economic Journal, Royal Economic Society, vol. 102(411), pages 279-290, March.
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    Citations

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    Cited by:

    1. Alejandro R. Pena Sanchez, 2004. "El ciclo económico en Uruguay - Un modelo de Switching Regimes," Econometric Society 2004 Latin American Meetings 111, Econometric Society.
    2. Melleny Black & Melody Guy & Nathan McLellan, 2003. "Productivity in New Zealand 1988 to 2002," New Zealand Economic Papers, Taylor & Francis Journals, vol. 37(1), pages 119-150.
    3. Ramirez-Rondán Nelson, 2007. "Nonlinear Volatility Effects on Growth in Developing Economies," Working Papers 2007-016, Banco Central de Reserva del Perú.
    4. Iris Claus & Grant Scobie, 2002. "Saving in New Zealand: Measurement and Trends," Treasury Working Paper Series 02/02, New Zealand Treasury.
    5. Viv B. Hall & C. John McDermott, 2007. "Regional business cycles in New Zealand: Do they exist? What might drive them?," Papers in Regional Science, Wiley Blackwell, vol. 86(2), pages 167-191, June.
    6. Wesselbaum, Dennis, 2014. "Fiscal and Monetary Policy Interactions in New Zealand," MPRA Paper 58763, University Library of Munich, Germany.

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    More about this item

    Keywords

    Hidden Markov models; regime switching; growth; business cycles; volatility; production sectors; GDP.;
    All these keywords.

    JEL classification:

    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • E23 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Production
    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence

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