The Athletics defeated the Yankees for the second straight night, jumping to an early lead when Moss hit a two-run blast in the second inning. He also contributed a solo homer in the eighth.
John Jaso drove in the other two Oakland runs with a double in the fifth and a single in the eighth.
Dan Straily (4-2) worked 6 2/3 innings to get the win, allowing both New York runs on three hits with a lone walk. Grant Balfour put two runners on with two out in the ninth before recording his 17th save.
The loss went to Phil Hughes (3-5), who surrendered three runs on four hits in 4 1/3.
2014: The Year in Music [PHOTOS]