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Experiment design and modeling for long-term studies in ads

The Unofficial Google Data Science Blog

This is essentially the same as finding a truly useful objective to optimize. We use this knowledge to define objective functions to optimize our ads system with a view towards the long-term. For instance, in 2011 we altered the AdWords auction ranking function to account for the long-term impact of showing a given ad.