Statistical identification in panel structural vector autoregressive models based on independence criteria

This paper introduces a novel panel approach to structural vector autoregressive analysis. For identification, we impose independence of structural innovations at the pooled level. We demonstrate robustness of the method under cross‐sectional correlation and heterogeneity through simulation experime...

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Veröffentlicht in:Journal of applied econometrics (Chichester, England) Jg. 39; H. 4; S. 620 - 639
Hauptverfasser: Herwartz, Helmut, Wang, Shu
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Hoboken, NJ Wiley 01.06.2024
Wiley Periodicals Inc
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ISSN:1099-1255, 0883-7252, 1099-1255
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Abstract This paper introduces a novel panel approach to structural vector autoregressive analysis. For identification, we impose independence of structural innovations at the pooled level. We demonstrate robustness of the method under cross‐sectional correlation and heterogeneity through simulation experiments. In an empirical application on monetary policy transmission in the Euro area, we find that bond spreads rise significantly after an unexpected monetary tightening. Furthermore, the central bank responds to offset effects of adverse financial shocks. Additionally, we document sizable heterogeneity in country‐specific output responses.
AbstractList Summary This paper introduces a novel panel approach to structural vector autoregressive analysis. For identification, we impose independence of structural innovations at the pooled level. We demonstrate robustness of the method under cross‐sectional correlation and heterogeneity through simulation experiments. In an empirical application on monetary policy transmission in the Euro area, we find that bond spreads rise significantly after an unexpected monetary tightening. Furthermore, the central bank responds to offset effects of adverse financial shocks. Additionally, we document sizable heterogeneity in country‐specific output responses.
This paper introduces a novel panel approach to structural vector autoregressive analysis. For identification, we impose independence of structural innovations at the pooled level. We demonstrate robustness of the method under cross‐sectional correlation and heterogeneity through simulation experiments. In an empirical application on monetary policy transmission in the Euro area, we find that bond spreads rise significantly after an unexpected monetary tightening. Furthermore, the central bank responds to offset effects of adverse financial shocks. Additionally, we document sizable heterogeneity in country‐specific output responses.
Author Wang, Shu
Herwartz, Helmut
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  surname: Wang
  fullname: Wang, Shu
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Snippet This paper introduces a novel panel approach to structural vector autoregressive analysis. For identification, we impose independence of structural innovations...
Summary This paper introduces a novel panel approach to structural vector autoregressive analysis. For identification, we impose independence of structural...
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SubjectTerms Autoregressive models
Banking
Central banks
Econometrics
Euro area
Experiments
financial conditions
Heterogeneity
Identification
Independence
independent component analysis
Innovations
Monetary policy
panel data
Robustness
Simulation
Structural models
structural VAR
Title Statistical identification in panel structural vector autoregressive models based on independence criteria
URI https://www.econstor.eu/handle/10419/309470
https://onlinelibrary.wiley.com/doi/abs/10.1002%2Fjae.3044
https://www.proquest.com/docview/3067105971
Volume 39
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