We are aware that these cross sectional regressions are unlikely to provide very strong results due to the small amount of data (only 20 stocks in each year), however we believe them to be of interest to include since they might result in significant results given that the power of the ratios to explain returns is strong enough. Further, these regressions provide a framework for potential future studies.