Private value auctions with multidimensional information can lead to revenue differences between first and second price auctions. While the second price auction is always efficient, the first price auction may be inefficient, especially as signals become more accurate. Equilibria may not exist in the first price auction, and different auction mechanisms can influence bidders' incentives to gather information about their opponents' values.