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Metrics Design for Comparing Ranked Lists in Data Science Interviews

When preparing for data science or data analyst interviews, one common type of question you’ll encounter is around metrics design. These questions test both your statistical reasoning and your ability to apply math to real-world business problems.

One such question, famously asked by Netflix, is:

“How would you design a metric to compare rankings of lists of shows for a given user?”