4.47 MB, PDF document
Research output: Working paper
Research output: Working paper
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TY - UNPB
T1 - Proxy structural vector autoregressions, informational sufficiency and the role of monetary policy
AU - Miescu, Mirela
AU - Mumtaz, Haroon
PY - 2019/10/31
Y1 - 2019/10/31
N2 - We show that the contemporaneous and longer horizon impulse responses estimated using small-scale Proxy structural vector autoregressions (SVARs) can be severely biased in the presence of information insufficiency. Instead, we recommend the use of a Proxy Factor Augmented VAR (FAVAR) model that remains robust in the presence of this problem. In an empirical exercise, we demonstrate that this issue has important consequences for the estimated impact of monetary policy shocks in the US. We find that the impulse responses of real activity and prices estimated using a Proxy FAVAR are substantially larger and more persistent than those suggested by a small-scale Proxy SVAR.
AB - We show that the contemporaneous and longer horizon impulse responses estimated using small-scale Proxy structural vector autoregressions (SVARs) can be severely biased in the presence of information insufficiency. Instead, we recommend the use of a Proxy Factor Augmented VAR (FAVAR) model that remains robust in the presence of this problem. In an empirical exercise, we demonstrate that this issue has important consequences for the estimated impact of monetary policy shocks in the US. We find that the impulse responses of real activity and prices estimated using a Proxy FAVAR are substantially larger and more persistent than those suggested by a small-scale Proxy SVAR.
KW - information sufficiency
KW - dynamic factor models
KW - instrumental variables
KW - monetary policy
KW - structural VAR
M3 - Working paper
T3 - Economics Working Papers Series
BT - Proxy structural vector autoregressions, informational sufficiency and the role of monetary policy
PB - Lancaster University, Department of Economics
CY - Lancaster
ER -