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No matter which method you adopt, you cannot eliminate false positives entirely. You merely decrease / control the proportion of them.


To remove all doubt, your interpretation of the statistics is incorrect. In particular this sentence is demonstrably false: "They are directionally correct, [...] the business will still do better implementing the variation (v/s not doing anything)."




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