Cyclical common factors in cointegrated systems

  1. Fernández Macho, Francisco Javier
  2. Díaz-Emparanza, Ignacio
Revista:
Spanish economic review

ISSN: 1435-5469

Año de publicación: 2006

Volumen: 8

Número: 1

Páginas: 53-82

Tipo: Artículo

DOI: 10.1007/S10108-005-0104-Z DIALNET GOOGLE SCHOLAR

Otras publicaciones en: Spanish economic review

Resumen

When working with vectors of time series which fluctuate regularly we may possibly want to consider the presence of common factors characterized by cyclical or seasonal behavior as well as trend. For example, Deaton89 provides a hint of a theoretical model where cointegration at the annual frequency may exist between consumption and income in addition to the usual secular cointegration. It is well known that a non-cyclical system cointegrated at frequency zero has a common trend (CT) representation Stock-Watson: 88. In this paper we show that a time series vector that is cointegrated at one or several frequencies simultaneously (e.g. seasonal data) has a common factors (CF) representation which belongs to a class of common factor models that encompasses many cointegrating situations found in the literature. We study these issues and extend the method proposed by Gonzalo-Granger: 95 to the estimation and testing of common factors which may combine trend as well as cyclical or seasonal characteristics. Two illustrative applications are also provided.

Referencias bibliográficas

  • Anderson, T.W. (1984) An Introduction to Multivariate Statistical Analysis. Wiley. New York
  • Barsky, R.B., Miron, J.A. (1989), The Seasonal Cycle and the Business Cycle. Journal of Political Economy 97, 503-534
  • Beaulieu, J.J., Miron, J.A. (1993) Seasonal Unit Roots in Aggregate U.S. data. Journal of Econometrics 54, 305-328
  • Boswijk, H.P., Franses, P.H. (1995) Periodic Cointegration: Representation and Inference. Review of Economics and Statistics 77, 436-454
  • Deaton, A. (1991) Saving and Liquidity Constraints. Econometrica 59, 1221-1248
  • Díaz-Emparanza, I. (2004) A Note on the Paper by H. J. Bierens: Complex Unit Roots and Business Cycles: Are They Real?. Econometric Theory 20, 636-637
  • Dickey, D. A., Hasza, D.P., Fuller, W.A. (1984) Testing for Unit Roots in Seasonal Time Series. Journal of American Statistical Association 79, 355-67
  • Engle, R.F., Granger, C. W.J. (1987) Cointegration and Error Correction: Representation, Estimation and Testing. Econometrica 55, 251-276
  • Engle, R. F., Granger, C. W.J., Mailman, J. (1989) Merging Short and Long-Run Forecasts: An Application of Seasonal Cointegration to Monthly Electricity Sales Forecasting. Journal of Econometrics. 40, 45-62
  • Engle, R. F., Granger, C. W. J., Hylleberg, S., Lee, H.S. (1993) Seasonal Cointegration. the Japanese Consumption Function. Journal of Econometrics 55, 275-298
  • Engle, R.F., Hylleberg, S. (1996), Common Seasonal Features: Global Unemployment. Oxford Bulletin of Economics and Statistics 58, 615-630
  • Escribano, A., Peña, D. (1993) Cointegration and Common Factors, Working Paper 93-11, Universidad Carlos III de Madrid
  • Fernández-Macho, J. (1997) A Dynamic Factor Model for Economic Time Series. Kybernetika 33, 583-606
  • Franses, P.M. (1990) Testing for seasonal unit roots in monthly data. Technical Report 9032, Econometric Institute, Erasmus University, Rotterdam
  • Ghysels, E., Osborn, D.R. (2001) The Econometric Analysis of Seasonal Time Series. Cambridge University Press, Cambridge
  • Gonzalo, J., Granger, C.W.J. (1995) Estimation of Common Long-Memory Components in Cointegrated Systems. Journal of Business and Economics Statistics
  • Granger, C.W.J. (1981) Some Properties of Time Series Data and Their Use in Econometric Model Specification. Journal of Econometrics 16, 121-130
  • Granger, C.W.J. (1986) Developments in the Study of Cointegrated Economic Variables. Oxford Bulletin of Economics and Statistics 48, 213-228
  • Hasza, D.P., Fuller, W.A. (1982) Testing for Nonstationary Parameter Specifications in Seasonal Time Series Models. The Annals of Statistics 10, 1209-1216
  • Hylleberg, S. (1986) Seasonality in Regression. Academic Press, Orlando
  • Hylleberg, S., Engle, R.F., Granger, C.W.J., Yoo, B.S. (1990) Seasonal Integration and Cointegration. Journal of Econometrics 44, 215-38
  • INE (1982) Números índices de la producción industrial, Monografía técnica. Instituto Nacional de Estadística
  • INE (1993) Nuevos Indices de producción y de precios industrials. Principales características, Monografía técnica. Instituto Nacional de Estadística
  • Jimeno, J.F. (1992) The Relative Importance of Aggregate and Sector-Specific Shocks at Explaining Aggregate and Sectoral Fluctuations. Economics Letters 39, 381-385
  • Johansen, S. (1988) Statistical Analysis of Cointegration Vectors. Journal of Economic Dynamics and Control 12, 231-254
  • Johansen, S. (1991) Estimation and Hypothesis Testing of Cointegration Vectors in Gaussian Vector Autoregressive Models. Econometrica 59, 1551-1580
  • Johansen, S. (1995) Likelihood-based inference in cointegrated vector autoregressive models. Oxford University Press, Oxford
  • Johansen, S., Schaumburg, E. (1998) Likelihood Analysis of Seasonal Cointegration. Journal of Econometrics 88, 301-339
  • Lee, H.S. (1992) Maximum Likelihood Inference on Cointegration and Seasonal Cointegration. Journal of Econometrics 54, 1-47
  • Lee, H.S., Siklos, P.L. (1995) A Note on the Critical Values for the Maximum Likelihood (Seasonal) Cointegration Tests. Economics Letters 49, 137-145
  • Long, J.B., Plosser, C.I. (1983) Real Business Cycles. Journal of Political Economy 91, 39-69
  • Lütkepohl, H. (1987) Forecasting aggregated vector ARMA processes. Springer-Verlag, Berlin
  • Morales, E., Espasa, A., Rojo, M.L. (1992) Univariate Methods for the Analysis of the Industrial Sector in Spain. Investigaciones Económicas 16, 127-149
  • Norrbin, S.C. (1995) Disaggregate Stochastic Trends in Industrial Production. Economics Letters 47, 327-333
  • Perron, P., Campbell, J.Y. (1993) A Note on Johansens Cointegration Procedure when Trends are Present. Empirical Economics 18, 777-789
  • Sargan, J.D. (1964) Wages and Prices in the United Kingdom: A Study in Econometric Methodology (with Discussion). In: Hart, P.E., Mills, G., Whitaker, J.N. (eds.) Econometric Analysis for National Economic Planning. Butterworths, London, pp. 25-63, 1984.
  • Reprinted in: Hendry D. F., Wallis K.F. (eds) Econometrics and Quantitative Economics. Basil Blackwell, Oxford, pp. 275-314;
  • and in: Sargan J.D. Contributions to Econometrics, vol 1. Cambridge University Press, pp. 124-169, 1988
  • Stock, J.H., Watson, M.W. (1988) Testing for Common Trends. Journal of the American Statistical Association 83, 1097-1107
  • Vahid, F., Engle, R.F. (1993) Common Trends and Common Cycles. Journal of Applied Econometrics 8, 341-360