TY - JOUR
T1 - On the form of the rotation matrix in a traditional sign-identified VAR
AU - Fisher, Lance A.
AU - Huh, Hyeon Seung
N1 - Publisher Copyright:
© 2024 Informa UK Limited, trading as Taylor & Francis Group.
PY - 2024
Y1 - 2024
N2 - This paper examines the implications of the form of the rotation matrix for the impulse responses in a traditional sign-identified empirical VAR. In traditional sign restrictions, the rotation matrix is generated by either Givens matrices or by the orthogonal matrix from a QR decomposition. We show that when sign restrictions are used to identify the shocks in the empirical VAR, the method used to rotate the shocks, whether it be Givens or QR, produces accepted impulse responses which are very similar and which give the same inferences. We show that this occurs because the rotation matrices implied by the accepted impulse responses are similar, due to the sign restrictions which identify the shocks. This implies that the accepted responses are influenced mainly by the rotation matrix, be it Givens or QR, and not the Cholesky factor which also influences the accepted impulse responses, and unlike the rotation matrix depends on the data.
AB - This paper examines the implications of the form of the rotation matrix for the impulse responses in a traditional sign-identified empirical VAR. In traditional sign restrictions, the rotation matrix is generated by either Givens matrices or by the orthogonal matrix from a QR decomposition. We show that when sign restrictions are used to identify the shocks in the empirical VAR, the method used to rotate the shocks, whether it be Givens or QR, produces accepted impulse responses which are very similar and which give the same inferences. We show that this occurs because the rotation matrices implied by the accepted impulse responses are similar, due to the sign restrictions which identify the shocks. This implies that the accepted responses are influenced mainly by the rotation matrix, be it Givens or QR, and not the Cholesky factor which also influences the accepted impulse responses, and unlike the rotation matrix depends on the data.
KW - Sign restricted VARs
KW - givens and QR rotation matrices
KW - impulse responses
KW - inverse-Wishart prior
KW - normal
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U2 - 10.1080/13504851.2024.2433711
DO - 10.1080/13504851.2024.2433711
M3 - Article
AN - SCOPUS:85210172967
SN - 1350-4851
JO - Applied Economics Letters
JF - Applied Economics Letters
ER -