Globalization Institute Working Paper
Mean Group Distributed Lag Estimation of Impulse Response Functions in Large Panels
No. 423 (Revised May 2024)
Abstract: This paper develops Mean Group Distributed Lag (MGDL) estimation of impulse responses of common shocks in large panels with one or two cross-section dimensions. We derive sufficient conditions for asymptotic normality, and document satisfactory small sample performance using Monte Carlo experiments. Three empirical illustrations showcase the usefulness of MGDL estimators: crude oil price pass-through to U.S. city- and product-level retail prices; retail price effects of U.S. monetary policy shocks; and house price effects of U.S. monetary policy shocks.
DOI: https://doi.org/10.24149/gwp423r1
Read the paper | See all working papers