What approaches do you take to address skewed data in model evaluation, and which metrics do you find most useful?

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Interview question asked to Machine Learning Engineers and Data Scientists interviewing at Sprinklr, Epic Games, Noon and others: What approaches do you take to address skewed data in model evaluation, and which metrics do you find most useful?.