Katorobo was chief technical adviser at the United Nations headquarters in New York in charge of the Management, Development, and Governance Division under the United Nations Development Programme (UNDP). He was also part of the UN mission of advisers in Rwanda immediately after the 1994 Rwandan genocide before moving to the United Nations in New York in 1997.