Using plant-level data on Chilean manufacturing firms for the 1980-99 period, we estimate and characterize disaggregate total factor productivity. We show that idiosyncratic productivity shocks are a quantitatively relevant source of the observed heterogeneity in the behavior of plants. Both exit and input demand decisions are correlated with our estimates of plant level productivity. We