Extrapolation vs Interpretation

What is the form of your regression? In many Bayesian contexts, both intercepts and slopes (coefficients) will be uncertain. In such models, extrapolation will automatically be uncertain without having to build it in explicitly. McElreath refers to this as the “bow tie” pattern.

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