From 1976 to 1977, he served in the Soviet Army, then returned to the Armenian Institute of Physical Culture, where he worked at as a coach and a teacher.

In 1993, Bazeyan left the Armenian Institute of Physical Culture and became the Deputy Chairman of the Yerkrapah Volunteer Union.

He was also awarded the Order of the Combat Cross (2nd degree) for his services during the First Nagorno-Karabakh War.

Bazeyan was reelected Vice-Speaker on 30 May 1999 and joined the Unity bloc led by Vazgen Sargsyan and Karen Demirchyan.

Bazeyan joined opposition Hanrapetutyun Party and left the parliament in 2007.