But it's the variance that you want to reduce if you want to be more efficient about resource usage (ie. cashiers and cash machines). As variance goes up, your overhead for burst capacity goes up.

Also, variance is what people perceive as bad service, not the mean time. If everyone takes a little longer they feel happier because of the perception of fairness.