You might want to use stepwise regression when: You might want to use stepwise regression when: You believe you may be violating some assumptions of least squares regression You don't have enough predictors to utilize multipl regression You want to eliminate some of your less useful predictors in a complex model You have a very simple regression model and don't need the full model-building process