Time-varying effects of external shocks on macroeconomic fluctuations in Peru: an empirical application using TVP-VAR- SV models

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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...

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Detalles Bibliográficos
Autores: Rodríguez, Gabriel, Ojeda A. Cunya, Junior
Formato: otro
Fecha de Publicación:2022
Institución:Pontificia Universidad Católica del Perú
Repositorio:PUCP-Institucional
Lenguaje:inglés
OAI Identifier:oai:repositorio.pucp.edu.pe:20.500.14657/184420
Enlace del recurso:https://repositorio.pucp.edu.pe/index/handle/123456789/184420
http://doi.org/10.18800/2079-8474.0507
Nivel de acceso:acceso abierto
Materia:Macroeconomic
External Shocks
Fluctuations
Autoregressive Vectors with Time- Varying Parameters
Stochastic Volatility
Bayesian Estimation and Comparison
Peruvian Economy
http://purl.org/pe-repo/ocde/ford#5.02.00
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dc.title.es_ES.fl_str_mv Time-varying effects of external shocks on macroeconomic fluctuations in Peru: an empirical application using TVP-VAR- SV models
title Time-varying effects of external shocks on macroeconomic fluctuations in Peru: an empirical application using TVP-VAR- SV models
spellingShingle Time-varying effects of external shocks on macroeconomic fluctuations in Peru: an empirical application using TVP-VAR- SV models
Rodríguez, Gabriel
Macroeconomic
External Shocks
Fluctuations
Autoregressive Vectors with Time- Varying Parameters
Stochastic Volatility
Bayesian Estimation and Comparison
Peruvian Economy
http://purl.org/pe-repo/ocde/ford#5.02.00
title_short Time-varying effects of external shocks on macroeconomic fluctuations in Peru: an empirical application using TVP-VAR- SV models
title_full Time-varying effects of external shocks on macroeconomic fluctuations in Peru: an empirical application using TVP-VAR- SV models
title_fullStr Time-varying effects of external shocks on macroeconomic fluctuations in Peru: an empirical application using TVP-VAR- SV models
title_full_unstemmed Time-varying effects of external shocks on macroeconomic fluctuations in Peru: an empirical application using TVP-VAR- SV models
title_sort Time-varying effects of external shocks on macroeconomic fluctuations in Peru: an empirical application using TVP-VAR- SV models
author Rodríguez, Gabriel
author_facet Rodríguez, Gabriel
Ojeda A. Cunya, Junior
author_role author
author2 Ojeda A. Cunya, Junior
author2_role author
dc.contributor.author.fl_str_mv Rodríguez, Gabriel
Ojeda A. Cunya, Junior
dc.subject.es_ES.fl_str_mv Macroeconomic
External Shocks
Fluctuations
Autoregressive Vectors with Time- Varying Parameters
Stochastic Volatility
Bayesian Estimation and Comparison
Peruvian Economy
topic Macroeconomic
External Shocks
Fluctuations
Autoregressive Vectors with Time- Varying Parameters
Stochastic Volatility
Bayesian Estimation and Comparison
Peruvian Economy
http://purl.org/pe-repo/ocde/ford#5.02.00
dc.subject.ocde.none.fl_str_mv http://purl.org/pe-repo/ocde/ford#5.02.00
description 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.
publishDate 2022
dc.date.accessioned.none.fl_str_mv 2022-04-11T14:19:53Z
dc.date.available.none.fl_str_mv 2022-04-11T14:19:53Z
dc.date.issued.fl_str_mv 2022-03
dc.type.none.fl_str_mv info:eu-repo/semantics/other
dc.type.other.none.fl_str_mv Otros
format other
dc.identifier.uri.none.fl_str_mv https://repositorio.pucp.edu.pe/index/handle/123456789/184420
dc.identifier.doi.none.fl_str_mv http://doi.org/10.18800/2079-8474.0507
url https://repositorio.pucp.edu.pe/index/handle/123456789/184420
http://doi.org/10.18800/2079-8474.0507
dc.language.iso.es_ES.fl_str_mv eng
language eng
dc.rights.es_ES.fl_str_mv info:eu-repo/semantics/openAccess
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eu_rights_str_mv openAccess
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dc.publisher.es_ES.fl_str_mv Pontificia Universidad Católica del Perú. Departamento de Economía
dc.publisher.country.none.fl_str_mv PE
dc.source.none.fl_str_mv reponame:PUCP-Institucional
instname:Pontificia Universidad Católica del Perú
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spelling Rodríguez, GabrielOjeda A. Cunya, Junior2022-04-11T14:19:53Z2022-04-11T14:19:53Z2022-03https://repositorio.pucp.edu.pe/index/handle/123456789/184420http://doi.org/10.18800/2079-8474.0507This 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.engPontificia Universidad Católica del Perú. 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