Decisions under risk and multi-criteria decisions are unfortunately usually studied independently, despite the fact that in actual decision-making problems often contain several criteria, as well as uncertain outcomes. This is unnecessary since the two approaches can quite straightforwardly be used within the same framework. This article describes how it can be done when the decision components are imprecise in terms of intervals and qualitative estimates. We also demonstrate an implementation of the theory on a real-life decision problem.