The design versus the analysis of observational studies for causal effects: parallels with the design of randomized trials

The theoretical perspective underlying this position will be presented followed by a particular application in the context of the US tobacco litigation that uses propensity score methods to create subgroups of treated units and control units who are at least as similar with respect to their distributions of observed background characteristics as if they had been randomized.