This is a short summary of the multi-authored book that is the first comprehensive survey of the argumentative approach to uncertainty management in policy analysis. The book contains chapters that introduce various argumentative methods and tools for structuring and assessing decision problems under uncertainty. It also includes five case studies in which these methods are applied to specific policy decision problems.