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Naive sums of winning experiment lifts overstate impact due to the winner's curse. Datadog's Cumulative Impact feature corrects estimates using empirical Bayes shrinkage, avoiding the need for a holdout. A holdout measures cumulative effects directly but requires advance planning and traffic allocation.
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