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Experiment design and modeling for long-term studies in ads

The Unofficial Google Data Science Blog

For example in ads, experiments using cookies (users) as experimental units are not suited to capture the impact of a treatment on advertisers or publishers nor their reaction to it. Recently, we presented some basic insights from our effort to measure and predict long-term effects at KDD 2015 [1]. For more details see [1] Section 4.