Before revision:  For all 6 stocks that we study, we find that the  goodness-of-fit of the relationship improves with each additional price level that we include in the MLOFI vector.
After revision:  For all 6 stocks that we study, we find that the out-of-sample goodness-of-fit of the relationship improves with each additional price level that we include in the MLOFI vector.