How do you handle multivariate analysis when multiple business factors are interrelated? Describe how you identify which variables truly matter and deal with issues like multicollinearity in a business context.

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Multivariate analysis in a business context is challenging because business variables are almost always interrelated. Marketing spend correlates with revenue, but also with seasonality and competitive activity.