“…Specifically, we classify those banks that experienced an increase in the wholesale funding ratio over the 2-year period from 2005 to 2007 as ex ante exposed to adverse liquidity shocks during the crisis, and others with a decrease in the wholesale funding ratio as unexposed. This measure, namely, the degree of wholesale funding exposure built up prior to the crisis, is in line with the literature that has shown that the reliance on wholesale funding was a major source of bank vulnerability during crisis periods (e.g., Huang & Ratnovski, 2011;International Monetary Fund, 2013;Ivashina & Scharfstein, 2010;Kapan & Minoiu, 2018). Another strand of literature has proxied bank-level liquidity shock with the degree of ex ante exposure to foreign lending shocks, based on bank's borrowing from foreign banks in previous periods (Ongena, Peydró, & Van Horen, 2015;Paravisini et al, 2015).…”