Theory 127/The past predicts the future
The Past Is Non-Stationary
The claim
Statistical relationships estimated over one period often fail out of sample because the underlying distribution shifts.
01Mechanism
Parameters are period-specific when drivers change.
02Prediction
Forecast error should rise with elapsed time.
03Refutation
Stable parameters would remove the shift.