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Working Paper
Finance and Inequality : The Distributional Impacts of Bank Credit Rationing
We analyze reductions in bank credit using a natural experiment where unprecedented flooding differentially affected banks that were more exposed to flooded regions in Pakistan. Using a unique dataset that covers the universe of consumer loans in Pakistan and this exogenous shock to bank funding, we find two key results. First, banks disproportionately reduce credit to new and less-educated borrowers, following an increase in their funding costs. Second, the credit reduction is not compensated by relatively more lending by less-affected banks. The empirical evidence suggests that adverse ...
Working Paper
How Public Information Affects Asymmetrically Informed Lenders: Evidence from a Credit Registry Reform
We exploit exogenous variation in the amount of public information available to banks about a firm to empirically evaluate the importance of adverse selection in the credit market. A 2006 reform introduced by the State Bank of Pakistan (SBP) reduced the amount of public information available to Pakistani banks about a firm's creditworthiness. Prior to 2006, the SBP published credit information not only about the firm in question but also (aggregate) credit information about the firm's group (where the group was defined as the set of all firms that shared one or more director with the firm in ...
Working Paper
Credit access and relational contracts: An experiment testing informational and contractual frictions for Pakistani farmers
https://www.federalreserve.gov/econres/ifdp/credit-access-and-relational-contracts.htm
Working Paper
Corporate stress and bank nonperforming loans: Evidence from Pakistan
Using detailed administrative Pakistani credit registry data, we show that banks with low leverage ratios are both significantly slower and less likely to recognize a loan as nonperforming than other banks that lend to the same firm. Moreover, we find suggestive evidence that this lack of recognition impedes loan curing, with banks with low leverage ratios reporting significantly higher final default rates than other banks for the same borrower (even after controlling for differences in loan terms). Our empirical findings are consistent with the theoretical prediction that classifying a ...