Metrics and Experimentation

From your point of view, what are some key elements to consider when constructing a metric to compare two user's Netflix recommended lists of movie/tv show preferences?

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Interview question asked to Machine Learning Engineers interviewing at TripAdvisor, Twitter, Red Hat and others: From your point of view, what are some key elements to consider when constructing a metric to compare two user's Netflix recommended lists of movie/tv show preferences?.