After the 1973 coup, Muñoz went into exile with her husband and infant son in Vienna, where she lived until 1982. While in Austria, she completed a master's in sociology and began a doctorate in political science and sociology at the University of Vienna. She was a researcher for the Austria Project in the International Economic System in Luxembourg.