This paper proposes to estimate the dynamic effects of monetary policy in a data rich environment by combining a \textit{Bayesian factor augmented vector autoregression} (BFAVAR) with the agnostic identification method introduced by Uhlig (2005), imposing sign restrictions on the shape of...