Cargando…
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...
Autores principales: | , , |
---|---|
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 |
_version_ | 1784806872706973696 |
---|---|
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. |
format | Online Article Text |
id | pubmed-9555284 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Taylor & Francis |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT giacominiraffaella narrativerestrictionsandproxies AT kitagawatoru narrativerestrictionsandproxies AT readmatthew narrativerestrictionsandproxies |