Information Aggregation and P-Hacking

This paper studies the interplay between information aggregation and p-hacking in the context of predicting stock returns. The standard information-aggregation techniques exacerbate p-hacking by increasing the probability of the type I error. We propose an aggregation technique that is a simple modification of three-pass regression filter/partial least squares regression with an opposite property: the predictability tests applied to the combined...