Joyce was born on April 22nd, 1942. Joyce's father was Lewis Orbach and her mother was Fanny Arluck. Her paternal grandparents were Joseph Orbach and Pesa Weinberg. She had a brother and a sister, named Charlie and Estelle. She is the second oldest of the three children.