son of Carl-Erik Westerberg and his wife Barbro (née Wahlström). He graduated from high school in 1962, finished an associate degree in medicine at Karolinska Institute in 1964 and a bachelor's degree in economics and philosophy at Stockholm University in 1974.

Westerberg worked as political secretary to one of the city commissioners in Stockholm Municipality from 1969 to 1970 and then as political