We find that in a market for a homogeneous good where firms are identical, compete in quantities and
produce with constant returns, the percentage of wel-fare losses (PWL) is small with as few as five
competitors for a class of demand functions which includes linear and isoelastic cases. However with
fixed costs and asymmetric firms PWL can be large. We provide exact formulae of PWL and robust
constructions of markets were PWL is close to one in these two cases. We show that the market
structure that maximizes PWL is either monopoly or dominant firm, depending on demand. Finally we
prove that PWL is minimized when all firms are identical, a clear indication that the assumption of
identical firms biases the estimation of PWL downwards