The extensive research by John Hattie shows that reduced class sizes has a small but positive effect on student achievement but relative to other factors, it is very inefficient:
http://visible-learning.org/hattie-ranking-influences-effect...
One explanation to reduced class sizes not having a larger effect is that teachers, given smaller classes, rarely change their practice to optimize for the new situation.