Motivated by the seminal theory of Sure Independence Screening (Fan and Lv, 2008, SIS), we investigate here another popular and classical variable screening method, namely, Forward Regression (FR). Our theoretical analysis reveals that FR can identify all relevant predictors consistently, even...