Darwin's classic image of an "entangled bank" of interdependencies among species has long suggested that it is difficult to predict how the loss of one species affects the abundance of others in an ecosystem. We show that for dynamical models of realistically structured ecological networks the effect of losing one species on another can be predicted well by simple functions of variables easily...