“…Credit Contraction? Previous research indicates that disaster vulnerability is decreasing in economic development (Klomp and Valckx, 2014) and, in the United States at least, in business size (e.g., Basker and Miranda, 2016;Collier et al, 2016). In the Online Appendix (Collier and Babich, 2017), we divide our data at the median according to (1) a country's economic development, (2) lender size, and (3) average loan balance per borrower.…”