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Marketers in online businesses are challenged to maximize the return on their budget in light of an increasing array of marketing opportunities and rising program costs. In addition, based on their marketing objectives, they need to suitably allocate their limited marketing dollars among programs that drive their acquisition, conversion, and retention goals.