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How would you turn a 3% observed difference between campaigns into a rigorous causal analysis?

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Interview question asked to Data Scientists interviewing at Instagram, VMware, Zenefits and other companies. Original question asked: How would you turn a 3% observed difference between campaigns into a rigorous causal analysis?.