residuals to identify heteroscedastic components. We show that conditional heteroscedasticity truly present in the data can be … power to detect conditional heteroscedasticity. Furthermore, the proposed statistics can help to decide which component is … experiments. Finally, we use auxiliary residuals to detect conditional heteroscedasticity in monthly inflation series of eight …