There may have some variables affect the model. So the error term will reflect a systematic pattern. Or it is not a correct functional form. So there is a bias. I would suggest that it can be remedial by using data transformation. Solution There may have some variables affect the model. So the error term will reflect a systematic pattern. Or it is not a correct functional form. So there is a bias. I would suggest that it can be remedial by using data transformation..