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In what ways is R-square an incomplete metric for linear regression analysis? How do you justify a low R-square value in terms of linear regression model fit?

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Interview question asked to Machine Learning Engineers interviewing at N26, PayPal, MathWorks and others: In what ways is R-square an incomplete metric for linear regression analysis? How do you justify a low R-square value in terms of linear regression model fit?.