This article is written by esteemed sports writer Bill Simmons. In it, he explains why he's decided to "join the revolution" and embrace sabermetrics. He provides in depth explanations of several sabermetric stats in baseball. Its a little long, but I suggest reading the first couple explanations which really hammer home why sabermetrics are valuable.
http://sports.espn.go.com/espn/page2/story?page=simmons/100402
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