Joseph was born into a Christian family from the Christian village of Jish (Gush Halav) in northern Israel. Her parents are Charbel and Warda Joseph and she has an older sister, Lauren.[2] Charbel served in the Israeli Paratroopers Brigade. The Joseph family relocated to the Arab neighborhood of Wadi Nisnas in Haifa when Elinor was young.[3]