We study the state-dependent trading behavior of financial intermediaries in the oil futures market, using structural vector autoregressions with Markov switching in heteroskedasticity. We decompose changes in futures price volatility into changes in the slopes of traders' demand curves and in...

We identify a novel channel through which financial constraints propagate in the production chain. Exploiting recent developments on production network data of US-listed firms, we show that firms experience greater valuation losses during industry downturns when their suppliers are financially...

Firm volatilities co-move strongly over time, and their common factor is the dispersion of the economy-wide firm size distribution. In the cross section, smaller firms and firms with a more concentrated customer base display higher volatility. Network effects are essential to explaining the...