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Incorporating additional parameters to your given design commonly raises the R2 but may result in overfitting, i.e., managing the noise in the data as accurate signal. When overfitting occurs, the product will arrive at an exceedingly superior R2 from the information on which it was skilled, but A great deal reduce R2 values versus new observations