“…Hence, Liu et al (2022) paper put it succinctly, "a country can not only realize technological progress through independent innovation, but also through technology spillover of foreign trade and global investment". Considering the global rapid economic growth and development with the expected increase in energy demand, numerous studies have sought to examine the relationship between technological innovation and energy demand (Liu et al, 2021;Zhu et al, 2021;Li et al, 2021;Zeraibi et al, 2020;Zhang et al, 2020;Murad et al, 2019;Grushevenko et al, 2018;Dudin et al, 2017;Zhang and Lu, 2015;Chou, 2015). But to our knowledge, most of these studies examine the direct impact of technological innovation on energy consumption, and the analysis are often in country-specific framework (Li and Solaymani, 2021;Zhang et al, 2020;Grushevenko et al, 2018;Chou et al, 2015).…”