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Intersectoral Labour Reallocation and Employment Volatility: A Bayesian Analysis using a VAR-GARCH-M model

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Gianluigi Pelloni
Wolfgang Polasek

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Abstract

Based on the macroeconomic VAR model for total employment and sectoral employment shares developed by Campbell and Kuttner (1996) we extend the model to a multivariate ARCH in mean (ARCH- M) model. We investigate the question of whether volatile growth in sectoral employment shares has an impact on total employment. The estimation method we use is the Gibbs-Metropolis algorithm for a Bayesian vector ARCH (B-VAR) model. This model is a standard tool in Financial econometrics and was developed by Engle (1986). The Bayesian estimation gives an exact small sample solution. It is found that a model incorporating a GARCH-M structure performs better than a simple VAR. Moreover sectoral shocks can account for more than 60% of the variance of total employment growth within a VAR-GARCH-M framework.

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Paper provided by Department of Economics, University of York in its series Discussion Papers with number 99/4.

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Handle: RePEc:yor:yorken:99/4

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  1. Bollerslev, Tim & Engle, Robert F & Wooldridge, Jeffrey M, 1988. "A Capital Asset Pricing Model with Time-Varying Covariances," Journal of Political Economy, University of Chicago Press, vol. 96(1), pages 116-31, February. [Downloadable!] (restricted)
  2. Brainard, S Lael & Cutler, David M, 1993. "Sectoral Shifts and Cyclical Unemployment Reconsidered," The Quarterly Journal of Economics, MIT Press, vol. 108(1), pages 219-43, February. [Downloadable!] (restricted)
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  3. Jeffrey R. Campbell & Jonas D.M. Fisher, 1996. "Aggregate employment fluctuations with microeconomic asymmetries," Discussion Paper / Institute for Empirical Macroeconomics 112, Federal Reserve Bank of Minneapolis. [Downloadable!]
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  4. Campbell, Jeffrey R. & Kuttner, Kenneth N., 1996. "Macroeconomic effects of employment reallocation," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 44(1), pages 87-116, June. [Downloadable!] (restricted)
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  5. Davis, Steven J., 1987. "Fluctuations in the pace of labor reallocation," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 27(1), pages 335-402, January. [Downloadable!] (restricted)
  6. Bollerslev, Tim & Chou, Ray Y. & Kroner, Kenneth F., 1992. "ARCH modeling in finance : A review of the theory and empirical evidence," Journal of Econometrics, Elsevier, vol. 52(1-2), pages 5-59. [Downloadable!] (restricted)
  7. Lilien, David M, 1982. "Sectoral Shifts and Cyclical Unemployment," Journal of Political Economy, University of Chicago Press, vol. 90(4), pages 777-93, August. [Downloadable!] (restricted)
  8. Litterman, Robert B, 1986. "A Statistical Approach to Economic Forecasting," Journal of Business & Economic Statistics, American Statistical Association, vol. 4(1), pages 1-4, January.
  9. Long, John B, Jr & Plosser, Charles I, 1987. "Sectoral vs. Aggregate Shocks in the Business Cycle," American Economic Review, American Economic Association, vol. 77(2), pages 333-36, May. [Downloadable!] (restricted)
  10. Phillips, P C B, 1991. "To Criticize the Critics: An Objective Bayesian Analysis of Stochastic Trends," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 6(4), pages 333-64, Oct.-Dec.. [Downloadable!] (restricted)
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  11. Chib, Siddhartha, 1993. "Bayes regression with autoregressive errors : A Gibbs sampling approach," Journal of Econometrics, Elsevier, vol. 58(3), pages 275-294, August. [Downloadable!] (restricted)
  12. Loungani, Prakash & Rush, Mark & Tave, William, 1990. "Stock market dispersion and unemployment," Journal of Monetary Economics, Elsevier, vol. 25(3), pages 367-388, June. [Downloadable!] (restricted)
  13. Caballero, Ricardo J & Engel, Eduardo M R A & Haltiwanger, John, 1997. "Aggregate Employment Dynamics: Building from Microeconomic Evidence," American Economic Review, American Economic Association, vol. 87(1), pages 115-37, March. [Downloadable!] (restricted)
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  14. Mills, Terence C & Pelloni, Gianluigi & Zervoyianni, Athina, 1995. "Unemployment Fluctuations in the United States: Further Tests of the Sectoral-Shifts Hypothesis," The Review of Economics and Statistics, MIT Press, vol. 77(2), pages 294-304, May. [Downloadable!] (restricted)
  15. Starr-McCluer, Martha, 1993. "Cyclical fluctuations and sectoral reallocation : A reexamination," Journal of Monetary Economics, Elsevier, vol. 31(3), pages 417-425, June. [Downloadable!] (restricted)
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  18. Shiller, Robert J, 1973. "A Distributed Lag Estimator Derived from Smoothness Priors," Econometrica, Econometric Society, vol. 41(4), pages 775-88, July. [Downloadable!] (restricted)
  19. Neumann, George R & Topel, Robert H, 1991. "Employment Risk, Diversification, and Unemployment," The Quarterly Journal of Economics, MIT Press, vol. 106(4), pages 1341-65, November. [Downloadable!] (restricted)
  20. Abraham, Katharine G & Katz, Lawrence F, 1986. "Cyclical Unemployment: Sectoral Shifts or Aggregate Disturbances?," Journal of Political Economy, University of Chicago Press, vol. 94(3), pages 507-22, June. [Downloadable!] (restricted)
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  21. Koop, Gary & Potter, Simon M., 1998. "Bayes factors and nonlinearity: Evidence from economic time series1," Journal of Econometrics, Elsevier, vol. 88(2), pages 251-281, November. [Downloadable!] (restricted)
  22. Engle, Robert F, 1982. "Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation," Econometrica, Econometric Society, vol. 50(4), pages 987-1007, July. [Downloadable!] (restricted)
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  1. Giovanni Gallipoli & Gianluigi Pelloni, 2008. "Aggregate Shocks vs Reallocation Shocks: an Appraisal of the Applied Literature," Working Paper Series 27-08, Rimini Centre for Economic Analysis, revised Jan 2008. [Downloadable!]
  2. repec:wop:ubisop:0003 is not listed on IDEAS
  3. Gianluigi Pelloni & Wolfgang Polasek, 2003. "Macroeconomic Effects of Sectoral Shocks in Germany, The U.K. and, The U.S. A VAR-GARCH-M Approach," Computational Economics, Springer, vol. 21(1), pages 65-85, February. [Downloadable!] (restricted)
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  4. Theodore Panagiotidis & Gianluigi Pelloni & Wolfgang Polasek, 2003. "Macroeconomic Effects of Reallocation Shocks: A generalised impulse response function analysis for three European countries," Discussion Paper Series 2003_15, Department of Economics, Loughborough University, revised 2003. [Downloadable!]
  5. repec:wop:ubisop:0004 is not listed on IDEAS
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