In the 1976 Singapore general election, at the age of 35, Goh was elected as Member of Parliament for Marine Parade Group Representation Constituency, as a People's Action Party (PAP) candidate. He was appointed a Senior Minister of State for Finance. In 1981, he was promoted to Minister for Trade and Industry and later served in other appointments including Minister for Health and Minister for Defence.