Although most petrophysicists do not yet quantify uncertainty, The Petrophysicist does so routinely using Monte-Carlo simulation and core data (where available). Since software packages are now on the market that allow Monte-Carlo simulation of petrophysical properties to be carried out, our Principal Petrophysicist has written this brief to educate readers on some of the pitfalls with such modelling and how uncertainty is best quantified.