We study how aggregate volatility is influenced by the propagation of idiosyncratic shocks across firms through the … network matters for the correlation of firms' sales. Then, we construct a model where firms are linked through ownership … the dynamics of the economy. A calibration to the key features of the Italian economy shows that the volatility implied by …