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How to master causal inference when no control group is available using professional techniques. Learn the technical role of Interrupted Time Series, Synthetic Control, and Counterfactual Forecasting in model estimation. This guide provides the structural framework needed to analyze policy impacts while maintaining high statistical rigor.