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En busca de un modelo Benchmark univariado para predecir la tasa de desempleo

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  • Javier Contreras-Reyes

    ()

  • Byron Idrovo

    ()

Abstract

En este trabajo se analiza la precisión y la estabilidad de las predicciones de la tasa de desempleo de Chile, obtenidas de una familia de modelos SARIMA, entre febrero de 1986 y febrero de 2010. Las proyecciones SARIMA son comparadas con las provenientes de modelos univariados, incluyendo los benchmarks predictivos. Simultáneamente, se ajustó un modelo ARFIMA (Autorregresive Fractionary Integrated Moving Average), debido a los signos de persistencia que muestra el indicador de desempleo en su comportamiento; sin embargo, a partir de los métodos de estimación de Reisen (1994), Geweke et al. (1983) y Whittle (1962) se obtuvieron parámetros de integración mayores que 0.5, lo que empíricamente sustenta el tratamiento de la tasa de desempleo como una serie no estacionaria. La evaluación de la capacidad predictiva de los modelos se centra en las proyecciones fuera de muestra de 1, 6 y 12 meses hacia adelante. Los resultados indican que el RECM fuera de muestra de las proyecciones SARIMA es menor que el de los métodos univariados considerados.

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Bibliographic Info

Article provided by UN - RCE - CID in its journal REVISTA CUADERNOS DE ECONOMÍA.

Volume (Year): (2011)
Issue (Month): ()
Pages:

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Handle: RePEc:col:000093:009216

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Keywords: tasa de desempleo; SARIMA; ARFIMA; benchmarks predictivos; Chile.;

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References

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  1. Hyllerberg, S. & Engle, R.F. & Granger, C.W.J. & Yoo, B.S., 1988. "Seasonal Integration And Cointegration," Papers 0-88-2, Pennsylvania State - Department of Economics.
  2. Raffaella Giacomini & Halbert White, 2006. "Tests of Conditional Predictive Ability," Econometrica, Econometric Society, vol. 74(6), pages 1545-1578, November.
  3. Raphael Bergoeing & Felipe Morande, 2004. "Labor Market Distortions, Employment and Growth: The Recent Chilean Experience," Econometric Society 2004 Latin American Meetings 125, Econometric Society.
  4. James H. Stock & Mark W. Watson, 2001. "Forecasting output and inflation: the role of asset prices," Proceedings, Federal Reserve Bank of San Francisco, issue Mar.
  5. Rómulo Chumacero & Jorge Quiroz, 1996. "La Tasa Natural de Crecimiento de la Economía Chilena: 1985-1996," Latin American Journal of Economics-formerly Cuadernos de Economía, Instituto de Economía. Pontificia Universidad Católica de Chile., vol. 33(100), pages 453-472.
  6. Pablo Pincheira Brown & Álvaro García Marín, 2009. "Forecasting Inflation in Chile With an Accurate Benchmark," Working Papers Central Bank of Chile 514, Central Bank of Chile.
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Cited by:
  1. Javier Contreras-Reyes & Wilfredo Palma, 2013. "Statistical analysis of autoregressive fractionally integrated moving average models in R," Computational Statistics, Springer, vol. 28(5), pages 2309-2331, October.
  2. Pablo Pincheira B., 2014. "Predictive Evaluation of Sectoral and Total Employment Based on Entrepreneurial Confidence Indicators," Journal Economía Chilena (The Chilean Economy), Central Bank of Chile, vol. 12(1), pages 66-87, April.

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