“…3 Ludvigson et al (2018a) propose a novel set identification strategy in a time-invariant framework that allows the joint identification of uncertainty and real activity shocks, without imposing any restrictions on the contemporaneous relations (see also Ludvigson, Ma, & Ng, 2018b). This result lines up with Ng and Wright's (2013) argument that financial factors have played a crucial role in driving the US business cycle after the mid-1980s, and is consistent with Caldara, Fuentes-Albero, Gilchrist, and Zakrajšek (2016) and Caldara and Scotti (2018). The first is what they label "event constraints," which require that the identified financial uncertainty shocks must be large enough during two major financial disruptions-for example, the 1987 stock market crash and the 2007-09 financial crisis.…”