This paper investigates variations in the strength and structure of fa
milial association in neonatal mortality risks in four populations; Bo
livia, Kenya, Peru, and Tanzania. Exploratory analyses of the structur
e of the familial association are presented for each population. Rando
m effects logistic models are then used to estimate the strength of fa
milial association in neonatal mortality risks using a standard set of
control variables. The results suggest that the strength of familial
association in neonatal mortality risks is quite similar in these four
populations which would be consistent with a biological explanation f
or the association. However, some differences were found, particularly
in the form of the association in Peru, which may suggest at least a
small role of other factors.