Rosa was one of the sisters of Juan Pablo Duarte, an activist politician and one of the founding fathers of the Dominican Republic. Following her older brother's steps, Rosa strongly supported the Dominican independent cause by actively participating in secret societies such as "La Trinitaria" and "La Filantrópica."