Mac Giolla was educated at the local national school in Nenagh before completing his secondary education at St. Flannan's College, Ennis, County Clare.
A qualified accountant, Mac Giolla was employed by the Irish Electricity Supply Board from 1947 until he went into full-time politics in 1977.