Theory 129/The past predicts the future
Selection Destroys Prediction
The claim
Models selected for past performance overfit, so the best historical model is often the worst forecaster.
01Mechanism
Selection rewards fitting noise as well as signal.
02Prediction
Out-of-sample rank should anti-correlate with in-sample rank at high complexity.
03Refutation
Rank preserved would remove overfitting.