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Buying online display ads in bulk through online exchanges makes it difficult to ascertain the effectiveness of such ads, a situation that’s less than ideal. This is especially true for new websites. One proposed solution is to pool data across advertisers and publishers. Doing so while running matching simulations can substantially improve the welfare of such ads for advertisers, publishers and networks, too.