“…This topic has been explicitly analyzed in Ludvigson, Ma, and Ng (2018a) and Carriero, Clark, and Marcellino (2018b), reporting mixed evidence. The identification strategy we apply extends the standard "identification-through-heteroskedasticity" approach, popularized in the empirical macroeconomic literature by Rigobon (2003), Rigobon and Sack (2003), and Lanne and Lütkepohl (2008), to the case where the structural parameters (on-impact coefficients), and hence the associated impulse response functions (IRFs), may vary across volatility regimes (see Bacchiocchi, Castelnuovo, & Fanelli, 2018;Bacchiocchi & Fanelli, 2015). This concern has been addressed in the recent literature, and evidence that uncertainty shocks have time-varying effects has been provided by, among others, Alessandri and Mumtaz (2018), Caggiano, Castelnuovo, and Groshenny (2014), and Caggiano, Castelnuovo, and Pellegrino (2017).…”