This paper studies whether financial ratios can predict stock returns for the period from January 2000 to December 2009 in Malaysia stock exchange. We select three financial ratios include dividend yield (DY), earning yield (EY) and book-to-market ratio (B/M) that have been documented to predict stock returns. This study applies generalized least squares (GLS) techniques to estimate the predictive regressions in form of simple and multiple models of panel data sets. The obtained results reveal that the financial ratios can predict stock return, as the B/M has the higher predictive power than DY and EY respectively. Furthermore, the financial ratios are able to enhance stock return predictability when the ratios are combined in the multiple predictive regression model.