Her paternal grandfather Bogdan Jovović was a commander in the Pristina military area.
Njen pradedek po očetovi strani, Bogić Camić Jovović, je bil nosač zastave klana Vasojevići in poročnik straže kralja Nikolaja I. Črnogorskega; Millo Jovovich so poimenovali po njegovi ženi, ki ji je bilo ime Milica.