The article presents a new method called PC-GARCH for analyzing complex data with many variables. This method simplifies the process by only requiring individual estimates for each variable, making it easier to handle large datasets. The study compares PC-GARCH to other techniques and shows that it is effective for multivariate GARCH modeling.