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Bank Geographic Diversification and Systemic Risk

Review of Financial Studies 2020 33(10), 4811-4838
Exploiting staggered interstate banking deregulation as exogenous shocks to bank geographic expansion, we examine the causal effect of geographic diversification on systemic risk. Using the gravity-deregulation approach, we find that bank geographic diversification leads to higher systemic risk measured by the change in conditional value at risk (ΔCoVaR) and financial integration (Logistic(R^2)). Furthermore, we document that geographic diversification affects systemic risk via its impact on asset similarity. The impact of geographic diversification on systemic risk is stronger in BHCs located in states comoving less with the U.S. aggregate economy.

Bank Geographic Diversification and Corporate Innovation: Evidence from the Lending Channel

Journal of Financial and Quantitative Analysis 2021 56(3), 1065-1096
By integrating staggered interstate banking deregulation into a gravity model following Goetz, Laeven, and Levine (2013), (2016), we construct a time-varying, bank-specific instrument for geographic diversification and investigate its causal effect on corporate innovation via the lending channel. We find that bank geographic diversification spurs corporate innovation and enhances the economic value of innovation. We identify relaxing debt covenants and alleviating borrowers’ financial constraints as the two underlying mechanisms explaining the documented effects. Moreover, by offering lenient covenants, geographically diversified banks provide greater financial and operational flexibility to borrowing firms, enabling them to engage in future mergers and acquisitions.

Shareholder Litigation, Reputational Loss, and Bank Loan Contracting

Journal of Financial and Quantitative Analysis 2014 49(4), 1101-1132 open access
We examine shareholder litigation and the price and nonprice terms of bank loan contracts. After filing a lawsuit, defendant firms pay higher loan spreads and up-front charges, experience more financial covenants, and are more likely to have a collateral requirement. These findings are consistent with reputational losses associated with shareholder litigation. The magnitude of a firm’s lost market value when the lawsuit is filed is positively related to the increase in the firm’s future borrowing costs. We investigate whether the lawsuit allegations and its merit affect future bank loan terms. Our results do not appear to be affected by self-selection.

Loan Sales and Borrowers’ Accounting Conservatism

Contemporary Accounting Research 2018 35(2), 1166-1194 open access
We examine whether initial loan sales in the secondary loan market relate to borrowing firms’ accounting conservatism. We find that borrowing firms exhibit a significant decline in accounting conservatism after the initial loan sales. We show that the decline in borrower conservatism is more pronounced for firms that borrow from lenders with lower monitoring incentives and for firms that have lower incentives to supply conservatism. The baseline results are robust to a battery of sensitivity tests. Collectively, we provide corroborative evidence that lead lenders’ monitoring incentives enforce accounting conservatism in the private debt market, and that lead lenders play a more prominent role than secondary loan market participants in shaping corporate (conservative) reporting.

Major customers and carbon footprints along the supply chain

Journal of Corporate Finance 2025 92, 102752 open access
This paper examines whether major corporate customers curb corporate carbon emissions along the supply chain. We show that suppliers with a more concentrated customer base have significantly lower carbon emissions. The results are robust to alternative measures of carbon emissions and customer concentration, alternative sample, alternative explanation, and various approaches to mitigate endogeneity concerns. The effect is more pronounced when major customers have made emission-reduction commitment, when they are exposed to greater climate regulatory shocks and risks, and when they become more concerned about regulatory scrutiny. Moreover, the curbing effect of major customers on supplier carbon emissions is stronger when customers have lower switching costs and stronger bargaining power over suppliers. We show that one way through which suppliers reduce emissions is by adopting green technologies. Our study highlights the role of major customers in facilitating the transition to a low-carbon economy through decarbonization along the supply chain.

Diversification and the cost of debt of bank holding companies

Journal of Banking & Finance 2007 31(8), 2453-2473
In this study, we investigate the relationship between various dimensions of diversification and the cost of debt for publicly traded bank holding companies (BHCs). We find that both domestic geographic diversification of deposits and diversification of assets lead to a lower bond yield-spread. Diversification of non-traditional banking activities leads to a lower cost of debt only when yield-spread and diversification are estimated simultaneously. In addition, we find that medium-sized BHCs experience a greater reduction in bond yield-spread than small-sized and large-sized BHCs. This is consistent with the too-big-to-fail (TBTF) effects in the banking industry. Furthermore, we document that the association between diversification and yield-spread is bidirectional with higher yield-spreads being associated with greater asset and activity diversification and lower geographic deposit dispersion. The effect of diversification on bond yield-spread is robust after accounting for cross-sectional and serial correlation, and the endogeneity of diversification.