Move beyond basic, biased pre/post calculations. Today, we look under the hood at the mathematical formulation of state-space counterfactuals, explore a rigorous multi-stage validation diagnostic framework, and detail how to feed quasi-experimental readouts directly into Bayesian MMM priors.