 Munoz graduated from Good Shepherd Grammar School and graduated in 1982 from Quigley South, now Archbishop Quigley Preparatory Seminary.After graduation, he served in the United States Army with 82nd Airborne Division, and later attended the John F. Kennedy School of Government at Harvard University.Munoz began his career with the Chicago Police Department, later moving to Chicago City Hall.