Before revision:   We evaluate the practical value of the proposed methodology by simulations as well as by empirical applications on both economic and financial time series .
After revision:  Based on our methodology, we propose a novel approach to identify the shock that is responsible for most of the common variability at the business cycle frequencies. We evaluate the practical value of the proposed methodology by simulations as well as by empirical applications on both economic and financial time series .