In randomized treatment studies the randomization of subjects to the different treatment conditions ensures that the treatment groups are comparable in their baseline characteristics—measured or unmeasured—so we can confidently attribute differences in treatment outcomes to the assigned treatments. In contrast, subjects in observational studies are not randomly assigned to the treatment groups ...