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Time-Varying Effects of External Shocks on Macroeconomic Fluctuations in Peru: An Empirical Application using TVP-VAR- SV Models

Author

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  • Junior A. Ojeda Cunya

    (Pontificia Universidad Católica del Perú.)

  • Gabriel Rodríguez

    (Departamento de Economía de la Pontificia Universidad Católica del Perú.)

Abstract

This study uses a family of VAR models with time-varying coefficients and stochastic volatility (TVP-VAR-SV) to analyze the impact of external shocks on output growth and inflation in Peru in 1992Q1-2017Q1. The statistical relevance of the models is assessed using the deviance information criterion (DIC) and the marginal log-likelihood calculated using the cross-entropy (CE) method. The results show that: (i) it is more relevant to introduce SV than TVP; i.e., the best fitting model admits only varying intercepts and SV; and TVP-VAR and CVAR are the least performing models; (ii) the models impulse response functions indicate that the impacts from external shocks are different under high inflation, economic crisis, and monetary policy change, with a greater impact in episodes of high uncertainty; (iii) the impact and importance of external shocks has increased over time; and (iv) the results are robust to changes in the priors, the lag structure, order of the variables, the external variable, and the variable for domestic economic activity. JEL Classification-JE: C11, C32, E32, F41, F62.

Suggested Citation

  • Junior A. Ojeda Cunya & Gabriel Rodríguez, 2022. "Time-Varying Effects of External Shocks on Macroeconomic Fluctuations in Peru: An Empirical Application using TVP-VAR- SV Models," Documentos de Trabajo / Working Papers 2022-507, Departamento de Economía - Pontificia Universidad Católica del Perú.
  • Handle: RePEc:pcp:pucwps:wp00507
    DOI: 10.18800/2079-8474.0507
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    1. Mendoza, Enrique G, 1995. "The Terms of Trade, the Real Exchange Rate, and Economic Fluctuations," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 36(1), pages 101-137, February.
    2. Shaghil Ahmed & Radha Murthy, 1994. "Money, Output, and Real Business Cycles in a Small Open Economy," Canadian Journal of Economics, Canadian Economics Association, vol. 27(4), pages 982-993, November.
    3. Stephanie Schmitt†Grohé & Martín Uribe, 2018. "How Important Are Terms†Of†Trade Shocks?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 59(1), pages 85-111, February.
    4. Fernández, Andrés & Schmitt-Grohé, Stephanie & Uribe, Martín, 2017. "World shocks, world prices, and business cycles: An empirical investigation," Journal of International Economics, Elsevier, vol. 108(S1), pages 2-14.
    5. Joshua C. C. Chan & Eric Eisenstat, 2015. "Marginal Likelihood Estimation with the Cross-Entropy Method," Econometric Reviews, Taylor & Francis Journals, vol. 34(3), pages 256-285, March.
    6. Drechsel, Thomas & Tenreyro, Silvana, 2018. "Commodity booms and busts in emerging economies," Journal of International Economics, Elsevier, vol. 112(C), pages 200-218.
    7. Jhonatan Portilla & Gabriel Rodríguez & Paul Castillo B., 2022. "Evolution of Monetary Policy in Peru: An Empirical Application Using a Mixture Innovation TVP-VAR-SV Model [Metas de Inflación en Una Economía Dolarizada: La Experencia Del Perú]," CESifo Economic Studies, CESifo Group, vol. 68(1), pages 98-126.
    8. Maurice Obstfeld, 1982. "Aggregate Spending and the Terms of Trade: Is There a Laursen-Metzler Effect?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 97(2), pages 251-270.
    9. Christopher Blattman & Jason Hwang & Jeffrey G. Williamson, 2004. "The Impact of the Terms of Trade on Economic Development in the Periphery, 1870-1939: Volatility and Secular Change," Harvard Institute of Economic Research Working Papers 2040, Harvard - Institute of Economic Research.
    10. Ahmed, Shaghil, 2003. "Sources of economic fluctuations in Latin America and implications for choice of exchange rate regimes," Journal of Development Economics, Elsevier, vol. 72(1), pages 181-202, October.
    11. Günes Kamber & Gabriela Nodari & Benjamin Wong, 2016. "The Impact of Commodity Price Movements on the New Zealand Economy," Reserve Bank of New Zealand Analytical Notes series AN2016/05, Reserve Bank of New Zealand.
    12. Koop, Gary & Korobilis, Dimitris, 2010. "Bayesian Multivariate Time Series Methods for Empirical Macroeconomics," Foundations and Trends(R) in Econometrics, now publishers, vol. 3(4), pages 267-358, July.
    13. Joshua C. C. Chan & Eric Eisenstat, 2018. "Bayesian model comparison for time‐varying parameter VARs with stochastic volatility," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 33(4), pages 509-532, June.
    14. Gabriel Rodríguez & Pierina Villanueva Vega & Paul Castillo Bardalez, 2018. "Driving economic fluctuations in Peru: the role of the terms of trade," Empirical Economics, Springer, vol. 55(3), pages 1089-1119, November.
    15. Thomas Lubik & Wing Teo, 2005. "Do World Shocks Drive Domestic Business Cycles? Some Evidence from Structural Estimation," Economics Working Paper Archive 522, The Johns Hopkins University,Department of Economics.
    16. Kydland, Finn E & Prescott, Edward C, 1982. "Time to Build and Aggregate Fluctuations," Econometrica, Econometric Society, vol. 50(6), pages 1345-1370, November.
    17. Frühwirth-Schnatter, Sylvia & Wagner, Helga, 2008. "Marginal likelihoods for non-Gaussian models using auxiliary mixture sampling," Computational Statistics & Data Analysis, Elsevier, vol. 52(10), pages 4608-4624, June.
    18. Fabio Canova, 2005. "The transmission of US shocks to Latin America," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(2), pages 229-251.
    19. Gabriel Rodríguez & Renato Vassallo, 2022. "Time Evolution of External Shocks on Macroeconomic Fluctuations in Pacific Alliance Countries: Empirical Application using TVP-VAR-SV Models," Documentos de Trabajo / Working Papers 2022-508, Departamento de Economía - Pontificia Universidad Católica del Perú.
    20. Chan, Joshua C.C. & Grant, Angelia L., 2016. "Fast computation of the deviance information criterion for latent variable models," Computational Statistics & Data Analysis, Elsevier, vol. 100(C), pages 847-859.
    21. Sims, Christopher A, 1980. "Macroeconomics and Reality," Econometrica, Econometric Society, vol. 48(1), pages 1-48, January.
    22. Oscar Dancourt & Waldo Mendoza & Leopoldo Vilcapoma, 1997. "Fluctuaciones económicas y shocks externos, Perú 1950-1996," Revista Economía, Fondo Editorial - Pontificia Universidad Católica del Perú, issue 39-40, pages 63-102.
    23. Andrés Fernández & Stephanie Schmitt-Grohé & Martin Uribe, 2020. "Does the Commodity Super Cycle Matter?," Working Papers Central Bank of Chile 884, Central Bank of Chile.
    24. Mr. Paolo Mauro & Mr. Torbjorn I. Becker, 2006. "Output Drops and the Shocks That Matter," IMF Working Papers 2006/172, International Monetary Fund.
    25. Ivanov Ventzislav & Kilian Lutz, 2005. "A Practitioner's Guide to Lag Order Selection For VAR Impulse Response Analysis," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 9(1), pages 1-36, March.
    26. Luis N. Lanteri, 2008. "Choques de precios de materias primas, desempeño fiscal y crecimiento. Una propuesta de VAR estructural para la economía argentina," Estudios Económicos, El Colegio de México, Centro de Estudios Económicos, vol. 23(2), pages 163-202.
    27. Kose, M. Ayhan, 2002. "Explaining business cycles in small open economies: 'How much do world prices matter?'," Journal of International Economics, Elsevier, vol. 56(2), pages 299-327, March.
    28. David J. Spiegelhalter & Nicola G. Best & Bradley P. Carlin & Angelika Van Der Linde, 2002. "Bayesian measures of model complexity and fit," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 64(4), pages 583-639, October.
    29. Svensson, Lars E O & Razin, Assaf, 1983. "The Terms of Trade and the Current Account: The Harberger-Laursen-Metzler Effect," Journal of Political Economy, University of Chicago Press, vol. 91(1), pages 97-125, February.
    30. Benjamin Wong, 2017. "Historical decompositions for nonlinear vector autoregression models," CAMA Working Papers 2017-62, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
    31. Collier, Paul & Goderis, Benedikt, 2008. "Commodity Prices, Growth, and the Natural Resource Curse: Reconciling a Conundrum," MPRA Paper 17315, University Library of Munich, Germany.
    32. Florián, David & Aguilar, Jhordano & Toma, Hiroshi & Velásquez, Christian, 2018. "Impacto de los cambios anticipados de los términos de intercambio en la economía," Revista Moneda, Banco Central de Reserva del Perú, issue 174, pages 21-25.
    33. Chib S. & Jeliazkov I., 2001. "Marginal Likelihood From the Metropolis-Hastings Output," Journal of the American Statistical Association, American Statistical Association, vol. 96, pages 270-281, March.
    34. Michael Pedersen, 2019. "The impact of commodity price shocks in a copper-rich economy: the case of Chile," Empirical Economics, Springer, vol. 57(4), pages 1291-1318, October.
    35. Broda, Christian, 2004. "Terms of trade and exchange rate regimes in developing countries," Journal of International Economics, Elsevier, vol. 63(1), pages 31-58, May.
    36. Fabio Canova, 2005. "The transmission of US shocks to Latin America," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(2), pages 229-251.
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    2. Jiménez, Alvaro & Rodríguez, Gabriel & Ataurima Arellano, Miguel, 2023. "Time-varying impact of fiscal shocks over GDP growth in Peru: An empirical application using hybrid TVP-VAR-SV models," Structural Change and Economic Dynamics, Elsevier, vol. 64(C), pages 314-332.

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    More about this item

    Keywords

    Macroeconomic Fluctuations; External Shocks; Autoregressive Vectors with Time- Varying Parameters; Stochastic Volatility; Bayesian Estimation and Comparison; Peruvian Eco- nomy.;
    All these keywords.

    JEL classification:

    • C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General
    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
    • F41 - International Economics - - Macroeconomic Aspects of International Trade and Finance - - - Open Economy Macroeconomics
    • F62 - International Economics - - Economic Impacts of Globalization - - - Macroeconomic Impacts

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