Moustakas attended Chatsworth High School in Chatsworth, California, where he was a four-year starter in baseball.
Moustakas attempted to be a two-sport player for Chatsworth, but a broken ankle suffered in his first game as quarterback for the Chancellors ended his high school football career, and nearly ended his baseball career as well.