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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. Depending on the average ad quality the different cohorts are exposed to, their willingness to interact with our ads changes over time.