In countries where smoking is prevalent, exposure to tobacco smoke in utero is probably the most important preventable risk factor for stillbirth and infant death. Assuming that the associations found in this study reflect causal associations, in Denmark, one fourth of all stillbirths and one fifth of all deaths occurring during the first year of life could be avoided if all pregnant women stopped smoking by the sixteenth week of their pregnancy.