The rest of this paper is organized as follows. Section 2 presents literature review. Section 3 details the methodology, including the STIRPAT model and PLS regression method, while Section 4 provides data sources and data testing. The results are discussed in Section 5. Section 6 concludes the study and offers policy implications.