StatisticalDS Analytical Reasoning

How do you handle missing values in a dataset when those values represent critical KPIs?

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Interview question asked to Data Scientists interviewing at Redfin, McAfee, Amazon and other companies. Original question asked: How do you handle missing values in a dataset when those values represent critical KPIs?.