“…Tucker () argues that, in non‐experimental study designs, PSM can be used to mitigate selection bias due to observable firm characteristics that are not controlled for. Prior literature (Badoer & James, ; Locorotondo, Dewaelheyns, & Hulle, ) documents well that a firm's financial performance, such as its size, tangible assets, profitability, growth, cash holdings and leverage, influence its decisions to borrow from banks. Therefore, we employ such characteristics to carefully match firms that enter into bank loans with those that do not, to make sure that our treatment and control groups are not significantly different in terms of firm fundamentals.…”