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Suchitra, a Senior Monetization Strategy Manager at LinkedIn, identifies four experiment failure modes: interference, coupled metrics, delayed responses, and selection effects. These cause technically sound experiments to answer the wrong business question. The framework evaluates whether a test will produce a meaningful decision before running it.
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