This paper aims at considering the issues related to obtaining reliable and scientifically sound corrections, reviewing statistical methods proposed for either obtaining on the most firm bases the value of a correction and the uncertainty to be associated to it, or to be used should the correction not be applied for insufficient confidence on its value.