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Statistical Inference for Computable General Equilibrium Models with Application to a Model of the Moroccan Economy

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  • ABDELKHALEK, Touhami
  • DUFOUR, Jean-Marie

Abstract

We study the problem of measuring the uncertainty of CGE (or RBC)-type model simulations associated with parameter uncertainty. We describe two approaches for building confidence sets on model endogenous variables. The first one uses a standard Wald-type statistic. The second approach assumes that a confidence set (sampling or Bayesian) is available for the free parameters, from which confidence sets are derived by a projection technique. The latter has two advantages: first, confidence set validity is not affected by model nonlinearities; second, we can easily build simultaneous confidence intervals for an unlimited number of variables. We study conditions under which these confidence sets take the form of intervals and show they can be implemented using standard methods for solving CGE models. We present an application to a CGE model of the Moroccan economy to study the effects of policy-induced increases of transfers from Moroccan expatriates.

Suggested Citation

  • ABDELKHALEK, Touhami & DUFOUR, Jean-Marie, 1997. "Statistical Inference for Computable General Equilibrium Models with Application to a Model of the Moroccan Economy," Cahiers de recherche 9713, Universite de Montreal, Departement de sciences economiques.
    • Handle: RePEc:mtl:montde:9713
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    1. Kiviet, Jan F. & Dufour, Jean-Marie, 1997. "Exact tests in single equation autoregressive distributed lag models," Journal of Econometrics, Elsevier, vol. 80(2), pages 325-353, October.
    2. Charles L. Ballard & Don Fullerton & John B. Shoven & John Whalley, 1985. "General Equilibrium Analysis of Tax Policies," NBER Chapters, in: A General Equilibrium Model for Tax Policy Evaluation, pages 6-24, National Bureau of Economic Research, Inc.
    3. Canova, Fabio, 1994. "Statistical Inference in Calibrated Models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 9(S), pages 123-144, Suppl. De.
    4. Campbell, Bryan & Dufour, Jean-Marie, 1997. "Exact Nonparametric Tests of Orthogonality and Random Walk in the Presence of a Drift Parameter," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 38(1), pages 151-173, February.
    5. A. R. Pagan & J. H. Shannon, 1987. "How Reliable are ORANI Conclusions?," The Economic Record, The Economic Society of Australia, vol. 63(1), pages 33-45, March.
    6. Wigle, Randall M, 1991. "The Pagan-Shannon Approximation: Unconditional Systematic Sensitivity in Minutes," Empirical Economics, Springer, vol. 16(1), pages 35-49.
    7. Gregory, Allan W. & Smith, Gregor W., 1987. "Calibration as Estimation," Queen's Institute for Economic Research Discussion Papers 275210, Queen's University - Department of Economics.
    8. N/A, 1985. "General Policy," India Quarterly: A Journal of International Affairs, , vol. 41(1), pages 74-79, January.
    9. repec:bla:ecorec:v:63:y:1987:i:180:p:33-45 is not listed on IDEAS
    10. Harrison, Glenn W & Vinod, H D, 1992. "The Sensitivity Analysis of Applied General Equilibrium Models: Completely Randomized Factorial Sampling Designs," The Review of Economics and Statistics, MIT Press, vol. 74(2), pages 357-362, May.
    11. Ballard, Charles L. & Fullerton, Don & Shoven, John B. & Whalley, John, 2009. "A General Equilibrium Model for Tax Policy Evaluation," National Bureau of Economic Research Books, University of Chicago Press, number 9780226036335, July.
    12. Dufour, Jean-Marie, 1990. "Exact Tests and Confidence Sets in Linear Regressions with Autocorrelated Errors," Econometrica, Econometric Society, vol. 58(2), pages 475-494, March.
    13. Dawkins, Christina & Srinivasan, T.N. & Whalley, John, 2001. "Calibration," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 5, chapter 58, pages 3653-3703, Elsevier.
    14. Shoven, John B & Whalley, John, 1984. "Applied General-Equilibrium Models of Taxation and International Trade: An Introduction and Survey," Journal of Economic Literature, American Economic Association, vol. 22(3), pages 1007-1051, September.
    15. Kehoe, Timothy J, 1983. "Regularity and Index Theory for Economies with Smooth Production Technologies," Econometrica, Econometric Society, vol. 51(4), pages 895-917, July.
    16. Allan W. Gregory & Gregor W. Smith, 1991. "Calibration in Macroeconomics," Working Paper 826, Economics Department, Queen's University.
    17. Devarajan, Shantayanan & Lewis, Jeffrey & Robinson, Sherman, 1986. "A Bibliography of Computable General Equilibrium (CGE) Models Applied to Developing Countries," CUDARE Working Papers 198339, University of California, Berkeley, Department of Agricultural and Resource Economics.
    18. Dufour, Jean-Marie & Kiviet, Jan F., 1996. "Exact tests for structural change in first-order dynamic models," Journal of Econometrics, Elsevier, vol. 70(1), pages 39-68, January.
    19. Dufour, Jean-Marie, 1989. "Nonlinear Hypotheses, Inequality Restrictions, and Non-nested Hypotheses: Exact Simultaneous Tests in Linear Regressions," Econometrica, Econometric Society, vol. 57(2), pages 335-355, March.
    20. Gregory, Allan W & Smith, Gregor W, 1991. "Calibration as Testing: Inference in Simulated Macroeconomic Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 9(3), pages 297-303, July.
    21. Jean-Marie Dufour, 1997. "Some Impossibility Theorems in Econometrics with Applications to Structural and Dynamic Models," Econometrica, Econometric Society, vol. 65(6), pages 1365-1388, November.
    22. Jean-Marie Dufour & Jan F. Kiviet, 1998. "Exact Inference Methods for First-Order Autoregressive Distributed Lag Models," Econometrica, Econometric Society, vol. 66(1), pages 79-104, January.
    23. N/A, 1985. "General Policy," India Quarterly: A Journal of International Affairs, , vol. 41(1), pages 112-117, January.
    24. Harrison, Glenn W. & Jones, Richard & Kimbell, Larry J. & Wigle, Randal, 1993. "How robust is applied general equilibrium analysis?," Journal of Policy Modeling, Elsevier, vol. 15(1), pages 99-115, February.
    25. Feve, Patrick & Langot, Francois, 1994. "The RBC Models through Statistical Inference: An Application with French Data," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 9(S), pages 11-35, Suppl. De.
    26. Robert M. Stern & Jonathan Francis & Bruce Schumacher, 1976. "Price Elasticities in International Trade," Palgrave Macmillan Books, Palgrave Macmillan, number 978-1-349-03137-5.
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    More about this item

    Keywords

    confidence interval; confidence set; comtable general equilibrium models; sensitivity analysis; calibration; ojection; Morocco; fiscal licy;
    All these keywords.

    JEL classification:

    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection
    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
    • O10 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - General

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