Local Projections (LP) is a popular methodology for the estimation of Impulse Responses (IR). Compared to the traditional VAR approach, LP allow for more flexible IR estimation by imposing weaker assumptions on the dynamics of the data. The nonparametric nature of LP comes at an efficiency cost...

This paper introduces a flexible local projection that generalises the model by Jorda (2005) to a non-parametric setting using Bayesian Additive Regression Trees. Monte Carlo experiments show that our BART-LP model is able to capture non-linearities in the impulse responses. Our first...

In this paper, an issue of major policy significance pertaining to assessing the impact of COVID-19 beyond the short-term on India’s macroeconomy has been addressed by developing two restricted vector autoregression (VAR) models. These models enable an assessment of the detrimental impact of...