Does brain size matter?

Wile watching a program about the prehistoric remains found on an island, dubbed “THE HOBBIT”, the scientist were going on and on about her brain size. How do they decide how smart or advanced a creature is by the size of its brain? A primordial dwarf of today is clearly just as smart as an average size person, wile their brain size is considerably smaller.