Kouyaté was born in Koba, Guinea, then a French colony. He studied administration at the University of Conakry before joining the civil service. In 1976, he was appointed as Director of Labour, then the following year, moved to become Director of Trade, Prices and Statistics, where he had responsibility for state-owned companies.