Testing the dimensionality of policy shocks

This paper provides a nonparametric test for deciding the dimensionality of a policy shock as manifest in the abnormal change in asset returns' stochastic covariance matrix, following the release of a macroeconomic announcement. We use high-frequency data in local windows before and after the e...

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Main Authors: LI, Jia, TODOROV, Viktor, ZHANG, Qiushi.
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2022
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Online Access:https://ink.library.smu.edu.sg/soe_research/2563
https://ink.library.smu.edu.sg/context/soe_research/article/3562/viewcontent/Testing_the_Dimensionality_of_Policy_Shocks.pdf
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spelling sg-smu-ink.soe_research-35622022-02-07T04:13:39Z Testing the dimensionality of policy shocks LI, Jia TODOROV, Viktor ZHANG, Qiushi. This paper provides a nonparametric test for deciding the dimensionality of a policy shock as manifest in the abnormal change in asset returns' stochastic covariance matrix, following the release of a macroeconomic announcement. We use high-frequency data in local windows before and after the event to estimate the covariance jump matrix, and then test its rank. We find a one-factor structure in the covariance jump matrix of the yield curve resulting from the Federal Reserve's monetary policy shocks prior to the 2007-2009 financial crisis. The dimensionality of policy shocks increased afterwards due to the use of unconventional monetary policy tools. 2022-06-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/soe_research/2563 info:doi/10.1162/rest_a_01139 https://ink.library.smu.edu.sg/context/soe_research/article/3562/viewcontent/Testing_the_Dimensionality_of_Policy_Shocks.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Economics eng Institutional Knowledge at Singapore Management University Bootstrap High-frequency data Macroeconomic announcement Rank test Structural identification Yield curve Econometrics
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Bootstrap
High-frequency data
Macroeconomic announcement
Rank test
Structural identification
Yield curve
Econometrics
spellingShingle Bootstrap
High-frequency data
Macroeconomic announcement
Rank test
Structural identification
Yield curve
Econometrics
LI, Jia
TODOROV, Viktor
ZHANG, Qiushi.
Testing the dimensionality of policy shocks
description This paper provides a nonparametric test for deciding the dimensionality of a policy shock as manifest in the abnormal change in asset returns' stochastic covariance matrix, following the release of a macroeconomic announcement. We use high-frequency data in local windows before and after the event to estimate the covariance jump matrix, and then test its rank. We find a one-factor structure in the covariance jump matrix of the yield curve resulting from the Federal Reserve's monetary policy shocks prior to the 2007-2009 financial crisis. The dimensionality of policy shocks increased afterwards due to the use of unconventional monetary policy tools.
format text
author LI, Jia
TODOROV, Viktor
ZHANG, Qiushi.
author_facet LI, Jia
TODOROV, Viktor
ZHANG, Qiushi.
author_sort LI, Jia
title Testing the dimensionality of policy shocks
title_short Testing the dimensionality of policy shocks
title_full Testing the dimensionality of policy shocks
title_fullStr Testing the dimensionality of policy shocks
title_full_unstemmed Testing the dimensionality of policy shocks
title_sort testing the dimensionality of policy shocks
publisher Institutional Knowledge at Singapore Management University
publishDate 2022
url https://ink.library.smu.edu.sg/soe_research/2563
https://ink.library.smu.edu.sg/context/soe_research/article/3562/viewcontent/Testing_the_Dimensionality_of_Policy_Shocks.pdf
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