“…The impact of political connections on financial markets is a much-studied topic in academia (Agrawal and Knoeber, 2001;Khwaja and Mian, 2005;Claessens et al, 2008;Boubakri et al, 2008Boubakri et al, , 2012Butler et al, 2009;Duchin and Sosyura, 2012;Kusnadi, 2019;Klusak et al, 2020). In particular, research using Chinese data has received much attention because China is a relation-centered society, and guanxi (personal networks in Chinese) plays a crucial role in lubricating business and helps companies compete for resources in both the private and public sectors (Park and Luo, 2001;Li et al, 2008;McNally, 2011;Tsai et al, 2019;Li and Cheng, 2020;Li and Jin, 2020;Gao et al, 2021).…”