the direct impact of a shock and the magnitudes of the downstream and the upstream indirect effects. We then investigate … through the input-output network, with a pattern broadly consistent with theory. Quantitatively, the network-based propagation …, capturing the fact that the local propagation of a shock to an industry will fall more heavily on other industries that tend to …