Adverse birth outcomes disproportionately affect racial and ethnic minorities in the US and are associated with both short- and long- term health consequences. Individual risk factors for birth outcomes are shaped by environmental context, and neighborhood socioeconomic deprivation is a consistent predictor of low birthweight. The association with large birth size has not been explored, and the proximity within which neighborhood deprivation might influence birth outcomes is unknown.