Simulation with real data

What you are actually trying to do is a historical decomposition. In a linear model, this boils down to simulating the model with one shock at a time and seeing how the counterfactual series looks like. Of course, if your model was not estimated using full information techniques, you have the problem outlined at

namely that the shock contributions do not sum to the observables.

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