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A Monte Carlo procedure for checking identification in DSGE models

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Abstract

We propose a numerical method, based on indirect inference, for checking the identification of a DSGE model. Monte Carlo samples are generated from the model's true structural parameters and a VAR approximation to the reduced form estimated for each sample. We then search for a different set of structural parameters that could potentially also generate these VAR parameters. If we can find such a set, the model is not identified.

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  • Le, Vo Phuong Mai & Minford, Patrick & Wickens, Michael, 2013. "A Monte Carlo procedure for checking identification in DSGE models," Cardiff Economics Working Papers E2013/4, Cardiff University, Cardiff Business School, Economics Section.
    • Handle: RePEc:cdf:wpaper:2013/4
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    1. Frank Schorfheide, 2011. "Estimation and evaluation of DSGE models: progress and challenges," Working Papers 11-7, Federal Reserve Bank of Philadelphia.
    2. Gali, Jordi & Gertler, Mark & David Lopez-Salido, J., 2005. "Robustness of the estimates of the hybrid New Keynesian Phillips curve," Journal of Monetary Economics, Elsevier, vol. 52(6), pages 1107-1118, September.
    3. Canova, Fabio & Sala, Luca, 2009. "Back to square one: Identification issues in DSGE models," Journal of Monetary Economics, Elsevier, vol. 56(4), pages 431-449, May.
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    7. Meenagh, David & Minford, Patrick & Wickens, Michael & Xu, Yongdeng, 2016. "What is the truth about DSGE models? Testing by indirect inference," Cardiff Economics Working Papers E2016/14, Cardiff University, Cardiff Business School, Economics Section.
    8. Minford, Patrick & Wickens, Michael & Xu, Yongdeng, 2016. "Comparing different data descriptors in Indirect Inference tests on DSGE models," Economics Letters, Elsevier, vol. 145(C), pages 157-161.
    9. Frank Smets & Rafael Wouters, 2007. "Shocks and Frictions in US Business Cycles: A Bayesian DSGE Approach," American Economic Review, American Economic Association, vol. 97(3), pages 586-606, June.
    10. Le, Vo Phuong Mai & Meenagh, David & Minford, Patrick & Wickens, Michael, 2012. "Testing DSGE models by Indirect inference and other methods: some Monte Carlo experiments," Cardiff Economics Working Papers E2012/15, Cardiff University, Cardiff Business School, Economics Section.
    11. Lawrence J. Christiano & Martin Eichenbaum & Charles L. Evans, 2005. "Nominal Rigidities and the Dynamic Effects of a Shock to Monetary Policy," Journal of Political Economy, University of Chicago Press, vol. 113(1), pages 1-45, February.
    12. E. J. Working, 1927. "What Do Statistical "Demand Curves" Show?," The Quarterly Journal of Economics, Oxford University Press, vol. 41(2), pages 212-235.
    13. Ivana Komunjer & Serena Ng, 2011. "Dynamic Identification of Dynamic Stochastic General Equilibrium Models," Econometrica, Econometric Society, vol. 79(6), pages 1995-2032, November.
    14. Mark Gertler & Jordi Gali & Richard Clarida, 1999. "The Science of Monetary Policy: A New Keynesian Perspective," Journal of Economic Literature, American Economic Association, vol. 37(4), pages 1661-1707, December.
    15. Le, Vo Phuong Mai & Meenagh, David & Minford, Patrick & Wickens, Michael, 2011. "How much nominal rigidity is there in the US economy? Testing a new Keynesian DSGE model using indirect inference," Journal of Economic Dynamics and Control, Elsevier, vol. 35(12), pages 2078-2104.
    16. Frank Smets & Raf Wouters, 2003. "An Estimated Dynamic Stochastic General Equilibrium Model of the Euro Area," Journal of the European Economic Association, MIT Press, vol. 1(5), pages 1123-1175, September.
    17. Vo Le & David Meenagh & Patrick Minford & Michael Wickens & Yongdeng Xu, 2016. "Testing Macro Models by Indirect Inference: A Survey for Users," Open Economies Review, Springer, vol. 27(1), pages 1-38, February.
    18. Vo Le & David Meenagh & Patrick Minford & Michael Wickens & Yongdeng Xu, 2016. "Testing Macro Models by Indirect Inference: A Survey for Users," Open Economies Review, Springer, vol. 27(1), pages 1-38, February.
    19. Davidson, James & Meenagh, David & Minford, Patrick & Wickens, Michael R., 2010. "Why crises happen - nonstationary macroeconomics," CEPR Discussion Papers 8157, C.E.P.R. Discussion Papers.
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    Cited by:

    1. Le, Vo Phuong Mai & Meenagh, David & Minford, Patrick, 2012. "What causes banking crises? An empirical investigation," CEPR Discussion Papers 9057, C.E.P.R. Discussion Papers.
    2. Lucy Minford & David Meenagh, 2020. "Supply-Side Policy and Economic Growth: A Case Study of the UK," Open Economies Review, Springer, vol. 31(1), pages 159-193, February.
    3. Andrzej Kocięcki & Marcin Kolasa, 2018. "Global identification of linearized DSGE models," Quantitative Economics, Econometric Society, vol. 9(3), pages 1243-1263, November.
    4. David Meenagh & Patrick Minford & Michael Wickens & Yongdeng Xu, 2019. "Testing DSGE Models by Indirect Inference: a Survey of Recent Findings," Open Economies Review, Springer, vol. 30(3), pages 593-620, July.
    5. Minford, Lucy & Meenagh, David, 2019. "Testing a model of UK growth: A role for R&D subsidies," Economic Modelling, Elsevier, vol. 82(C), pages 152-167.
    6. Fan, Jingwen & Minford, Patrick & Ou, Zhirong, 2016. "The role of fiscal policy in Britain's Great Inflation," Economic Modelling, Elsevier, vol. 58(C), pages 203-218.
    7. Le, Vo Phuong Mai & Meenagh, David & Minford, Patrick & Wickens, Michael R., 2012. "Testing DSGE models by Indirect inference and other methods: some Monte Carlo experiments," CEPR Discussion Papers 9056, C.E.P.R. Discussion Papers.
    8. Fan, Jingwen & Minford, Patrick & Ou, Zhirong, 2013. "The Fiscal Theory of the Price Level - identification and testing for the UK in the 1970s," Cardiff Economics Working Papers E2013/12, Cardiff University, Cardiff Business School, Economics Section.
    9. Le, Vo Phuong Mai & Meenagh, David & Minford, Patrick, 2020. "News and why it is not shocking: The role of micro-foundations," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 66(C).
    10. Meenagh, David & Minford, Patrick & Wickens, Michael & Xu, Yongdeng, 2018. "The small sample properties of Indirect Inference in testing and estimating DSGE models," Cardiff Economics Working Papers E2018/7, Cardiff University, Cardiff Business School, Economics Section.
    11. Le, Vo Phuong Mai & Meenagh, David & Minford, Patrick, 2018. "Financial stability: To regulate or not? A public choice inquiry," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 57(C), pages 127-140.
    12. Vo Le & David Meenagh & Patrick Minford & Michael Wickens & Yongdeng Xu, 2016. "Testing Macro Models by Indirect Inference: A Survey for Users," Open Economies Review, Springer, vol. 27(1), pages 1-38, February.
    13. Vo Le & David Meenagh & Patrick Minford & Michael Wickens & Yongdeng Xu, 2016. "Testing Macro Models by Indirect Inference: A Survey for Users," Open Economies Review, Springer, vol. 27(1), pages 1-38, February.

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    More about this item

    Keywords

    Identification; DSGE model; Monte Carlo; Indirect Inference;
    All these keywords.

    JEL classification:

    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • C51 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Construction and Estimation
    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection
    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles

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