Statistical

What statistical tests would you use to rigorously determine if two distributions are significantly different from one another?

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Interview question asked to Data Scientists interviewing at SoFi, Udacity, Scribd and other companies. Original question asked: What statistical tests would you use to rigorously determine if two distributions are significantly different from one another?.