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Narrative Restrictions and Proxies

We compare two approaches to using information about the signs of structural shocks at specific dates within a structural vector autoregression (SVAR): imposing “narrative restrictions” (NR) on the shock signs in an otherwise set-identified SVAR; and casting the information about the shock signs as...

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Autores principales: Giacomini, Raffaella, Kitagawa, Toru, Read, Matthew
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Taylor & Francis 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9555284/
https://www.ncbi.nlm.nih.gov/pubmed/36250038
http://dx.doi.org/10.1080/07350015.2022.2115496
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author Giacomini, Raffaella
Kitagawa, Toru
Read, Matthew
author_facet Giacomini, Raffaella
Kitagawa, Toru
Read, Matthew
author_sort Giacomini, Raffaella
collection PubMed
description We compare two approaches to using information about the signs of structural shocks at specific dates within a structural vector autoregression (SVAR): imposing “narrative restrictions” (NR) on the shock signs in an otherwise set-identified SVAR; and casting the information about the shock signs as a discrete-valued “narrative proxy” (NP) to point-identify the impulse responses. The NP is likely to be “weak” given that the sign of the shock is typically known in a small number of periods, in which case the weak-proxy robust confidence intervals in Montiel Olea, Stock, and Watson are the natural approach to conducting inference. However, we show both theoretically and via Monte Carlo simulations that these confidence intervals have distorted coverage—which may be higher or lower than the nominal level—unless the sign of the shock is known in a large number of periods. Regarding the NR approach, we show that the prior-robust Bayesian credible intervals from Giacomini, Kitagawa, and Read deliver coverage exceeding the nominal level, but which converges toward the nominal level as the number of NR increases.
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spelling pubmed-95552842022-10-13 Narrative Restrictions and Proxies Giacomini, Raffaella Kitagawa, Toru Read, Matthew J Bus Econ Stat Discussion We compare two approaches to using information about the signs of structural shocks at specific dates within a structural vector autoregression (SVAR): imposing “narrative restrictions” (NR) on the shock signs in an otherwise set-identified SVAR; and casting the information about the shock signs as a discrete-valued “narrative proxy” (NP) to point-identify the impulse responses. The NP is likely to be “weak” given that the sign of the shock is typically known in a small number of periods, in which case the weak-proxy robust confidence intervals in Montiel Olea, Stock, and Watson are the natural approach to conducting inference. However, we show both theoretically and via Monte Carlo simulations that these confidence intervals have distorted coverage—which may be higher or lower than the nominal level—unless the sign of the shock is known in a large number of periods. Regarding the NR approach, we show that the prior-robust Bayesian credible intervals from Giacomini, Kitagawa, and Read deliver coverage exceeding the nominal level, but which converges toward the nominal level as the number of NR increases. Taylor & Francis 2022-10-04 /pmc/articles/PMC9555284/ /pubmed/36250038 http://dx.doi.org/10.1080/07350015.2022.2115496 Text en © 2022 The Author(s). Published with license by Taylor & Francis Group, LLC. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivatives License (http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) ), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited, and is not altered, transformed, or built upon in any way.
spellingShingle Discussion
Giacomini, Raffaella
Kitagawa, Toru
Read, Matthew
Narrative Restrictions and Proxies
title Narrative Restrictions and Proxies
title_full Narrative Restrictions and Proxies
title_fullStr Narrative Restrictions and Proxies
title_full_unstemmed Narrative Restrictions and Proxies
title_short Narrative Restrictions and Proxies
title_sort narrative restrictions and proxies
topic Discussion
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9555284/
https://www.ncbi.nlm.nih.gov/pubmed/36250038
http://dx.doi.org/10.1080/07350015.2022.2115496
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