Massoud initially studied at local schools in Herat, Afghanistan, during his childhood but when his family moved to Kabul he studied at the elite Lycee Esteqlal. He was widely regarded as a promising student and learnt to speak a variety of languages including English, French, Pashto and Urdu among others. Subsequently he went to Kabul University to study engineering.