The severity of the punishment is not an effective deterrent. This has been known since a UN study from the 1980s, yet people still cling to the belief that a long prison sentence or the death penalty is a good deterrent.
So long as the punishment is significant enough that it cannot be dismissed (eg a small fine is meaningless to someone wealthy), then the only effective deterrent is the certainty of being caught.