 Before becoming a policeman, Moore studied medicine in the Pontifical Xavierian University and dropped out after a friend convinced him to join the National Police.In 1975, when he was 17 years old, and without telling his parents, Moore entered the General Santander National Police Academy.By 1977 Moore graduated with the rank of Sub-Lieutenant and was assigned to posts in the Departments of Tolima and Caldas.