Parekh was born in the village of Amalsad in the province of Gujarat, India; Parekh was admitted to the University of Bombay at the age of 15, and earned a Bachelor's degree there in 1954 and a Master's in 1956. He began graduate studies at the London School of Economics in 1959, and received his Ph.D. in 1966.