DS Analytical ReasoningMetrics and Experimentation

How would you calculate and interpret different user retention metrics for a subscription service?

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Interview question asked to Data Scientists interviewing at IBM, NetApp, Stack Overflow and other companies. Original question asked: How would you calculate and interpret different user retention metrics for a subscription service?.