This paper discusses the two different contradicting philosophies for testing models in financial economics (asset pricing, corporate finance, and market-microstructure) using linear regression. We synthesize these two contradicting approaches, document the errors that may occur in the existing estimation methodologies, and suggest a modified procedure that avoids these errors.