Industries are economically linked through customer-supplier trade flows. We show that industry shocks propagating along this inter-sectoral trade network can feed back to the originating industry, causing an "echo" -- intermediate-term autocorrelation in returns. Adopting techniques from graph...

We characterize linkages between average returns calculated at different horizons. Theoretically, when stocks incorporate information slowly, average short-horizon returns are downward biased. Buy-and-hold strategies can amplify the effect. In contrast, existing theories analyze price noises...