No Substitute for Quality Teaching Demonstration Act - Directs the Secretary of Education to establish a competitive demonstration grant program to provide grants for a single academic year directly to between 50 and 100 local educational agencies, or to regional consortia of such agencies acting together, that vary geographically and socioeconomically, to enable them to experiment with ways to alleviate the substitute teacher shortage.