Good research depends not only on good ideas. The research must also be conducted, analysed and reported well. At Family Practice, we aim to publish high-quality reports of high-quality research. For publications based on quantitative studies, one important element of good reporting is reporting statistical aspects of the study correctly. In this editorial, we discuss a number of important factors that lead to a report which we consider to be statistically sound.