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Have banks caught corona? Effects of COVID on lending in the U.S.

Journal of Corporate Finance 2022 72, 102160 open access
Exploiting spatial and time variation, we find that banks geographically more exposed to lockdown measures experience an increase in loss provisions and non-performing loans. Exposures to the pandemic itself have a similar, but slightly weaker effect. We observe an increase in small business lending driven by government-guaranteed loans which seem to replace regular loans. Interestingly, lenders more exposed to lockdown measures rely more on government-guaranteed loans – even when controlling for borrower exposure. Finally, we observe a reduction in the number and average amount of syndicated loans for banks more affected by the pandemic, as well as an increase in interest spreads. These findings point to a negative impact of the pandemic on the supply side of finance, to previously unknown side effects of government support, and to the critical role of banks in channeling government support measures to small firms.

Supervisory arbitrage and real effects

Journal of Corporate Finance 2025 95, 102861 open access
We examine the effects of cross-border supervisory arbitrage on corporate lending and firm performance. We show that subsidiaries of banking groups improve loan conditions for firms when the group’s opportunities to take risks in other countries are curbed. The expansion in lending is targeted towards firms of higher quality and firms that the group is already familiar with. The improved lending conditions have positive real effects, allowing recipient firms to increase capital spending and leading to higher profits. Taken together, our results suggest that there can be benefits for firms in countries that receive lending inflows due to the supervisory arbitrage.

Finance, law and poverty: Evidence from India

Journal of Corporate Finance 2020 60, 101515
Using state-level data from India over the period 1983–2005, this paper shows a strong negative relationship between financial depth (as measured by credit volume) and rural poverty. Instrumental variable regressions suggest that this relationship is robust to endogeneity biases. Furthermore, financial deepening has a bigger impact on rural poverty alleviation than outreach (as measured by branch penetration). We find suggestive evidence that financial deepening reduced poverty rates especially among self-employed in the rural areas and also supported an inter-state migration trend from rural areas into the tertiary sector in urban areas, consistent with financial deepening being driven by credit to the tertiary sector. Our findings suggest that financial deepening contributed to poverty alleviation in rural areas by fostering entrepreneurship and inducing geographic-sectoral migration.

Keep walking? Geographical proximity, religion, and relationship banking

Journal of Corporate Finance 2019 55, 49-68 open access
We investigate the geographical proximity of firms to their relationship banks. We find that Islamic banks are more remote to their borrowers. We also find that the probability for a firm to connect to a bank substantially decreases in distance, but that the choice along bank characteristics determines how potent distance is in its impact. If the bank in the vicinity is an Islamic bank, distance plays a more muted role, especially in cities with a high conservative party vote and higher trust in religious institutions. Overall, these findings suggest that the presence of banks with certain characteristics in the vicinity may determine the within-firm and across-firm configurations of observable firm-bank connections. (112 words).