..., and the information environment (Berger and Udell, 1995 , 1998). Obtaining external finance is often difficult for SMEs and young firms (Brown et al., 2009 ; Hummel et al., 2013 ; Lee et al., 2015 ; He and Tian, 2018). Similarly, manufacturing firms often are more fixed assets-intensive...