It’s not even clear you can estimate the Taylor rule outside of a structural model. That is a point forcefully made by Cochrane (2011) in the JPE.
But yes, all model estimates are dependent on the model and the data may not be informative to select between models. You will never be able to test all the potential models that people may put prior mass on.
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