Next, we introduce the above-mentioned interaction terms into our model.11 The results are
reported in columns (V)–(VIII). We find significantly heterogeneous impact of physical damage according
to firm size. As can be seen in columns (V) and (VIII), on average, the direct damage from floods lowered
the share of local procurement. In particular, small firms showed more significantly lowered shares.