Your retail firm is considering buying data from a company to improve her current demand forecasts, which are particularly inaccurate for large demand values. One new feature is highly correlated with independent variables in your current model for large demand values, yet not correlated for small demand values. Ideally, you should not use this new independent variable since it is highly correlated with the independent variable you already have (and thus, brings little new information)

True or false . Justify your answer