Joe Pos does one of the best jobs I've seen supporting the case for advanced stats. He explains some of the big ones and uses batting average as a case for why the traditional stats leave a lot to be desired.
This article might be the clearest, best explanation I've seen -- not surprising considering it's from maybe the best baseball writer around. It should be required reading for TC membership
h/t goes to BtBS.