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Do Banks Price Firms' Data Breaches?

The Accounting Review 2021 96(3), 261-286 open access
This paper studies the financial consequences of a reported data breach for bank loan terms. Using a staggered difference-in-differences approach with treatment and control samples matched by data breach propensity, we find that firms that have reported data breaches face higher loan spreads and their loans are more likely to require collateral and demand more covenants. The effects are more pronounced when the data breach involves criminal activities or the loss of a large number of records, or when the breached firm belongs to certain industries or has a high IT reputation. Moreover, using the introduction of state mandatory data breach notification laws as an exogenous shock, we find that the negative effect of data breaches on bank loan terms is more significant after these laws took effect. Our evidence also suggests that breached firms that take more remedial actions following the breach incident receive less unfavorable loan terms.

Cross-Country Evidence on the Relationship between Societal Trust and Risk-Taking by Banks

Journal of Financial and Quantitative Analysis 2019 54(1), 275-301 open access
We study the relationship between societal trust and risk-taking in the banking industry. Prior literature has found that societal trust is positively related to both financial reporting conservatism and financial reporting transparency, which reduce bank managers’ ability to take excessive risk. Additionally, bank managers in high-trust countries are more likely to exhibit higher pro-social behavior and, therefore, less likely to take excessive risk for personal benefit. Consistent with these arguments, we document that banks in countries with higher societal trust exhibit lower risk-taking and that these banks also experienced less financial trouble and fewer failures during the 2007–2009 financial crisis.

Does green bond issuance reduce the cost of bank loans? Evidence from China

Journal of Corporate Finance 2025 94, 102859 open access
We examine how the issuance of green bonds affects the cost of bank loans. We find that an initial bond issuance reduces loan costs by 55 basis points (bps), with an even larger reduction of 66 bps for firms issuing green bonds for the first time. These effects are more pronounced among firms with greater information asymmetry and lower bond financing costs. We explore two potential mechanisms behind these results: a signaling channel, where bond issuance helps mitigate information asymmetry, and an alternative financing channel, where access to bond markets enhances a firm's bargaining power with banks. Overall, our findings reveal spillover effects from bond to bank financing, offering empirical insight into how direct financing influences the cost of indirect financing in the Chinese market.

Do Banks Price Independent Directors’ Attention?

Journal of Financial and Quantitative Analysis 2018 53(4), 1755-1780 open access
Masulis and Mobbs (2014), (2015) find that independent directors with multiple directorships allocate their monitoring efforts unequally based on a directorship’s relative prestige. We investigate whether bank loan contract terms reflect such unequal allocation of directors’ monitoring effort. We find that bank loans of firms with a greater proportion of independent directors for whom the board is among their most prestigious have lower spreads, longer maturities, fewer covenants, lower syndicate concentration, lower likelihood of collateral requirement, lower annual loan fees, and higher bond ratings. Our evidence indicates that independent directors’ attention is associated with lower cost of borrowing.