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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.

A unified model of entrepreneurship dynamics

Journal of Financial Economics 2012 106(1), 1-23
We develop an incomplete-markets q-theoretic model to study entrepreneurship dynamics. Precautionary motive, borrowing constraints, and capital illiquidity lead to underinvestment, conservative debt use, under-consumption, and less risky portfolio allocation. The endogenous liquid wealth-illiquid capital ratio w measures time-varying financial constraint. The option to accumulate wealth before entry is critical for entrepreneurship. Flexible exit option is important for risk management purposes. Investment increases and the private marginal value of liquidity decreases as w decreases and exit becomes more likely, contrary to predictions of standard financial constraint models. We show that the idiosyncratic risk premium is quantitatively significant, especially for low w.

Investment, Tobin’s q, and interest rates

Journal of Financial Economics 2018 130(3), 620-640
We study the impact of stochastic interest rates and capital illiquidity on investment and firm value by incorporating a widely used arbitrage-free term structure model of interest rates into a standard q theoretic framework. Our generalized q model informs us to use corporate credit-risk information to predict investments when empirical measurement issues of Tobin’s average q are significant (e.g., equity is much more likely to be mis-priced than debt), as in Philippon (2009). We find, consistent with our theory, that credit spreads and bond q have significant predictive powers on micro-level and aggregate investments corroborating the recent empirical work of Gilchrist and Zakrajšek (2012). We also show that the quantitative effects of the stochastic interest rates and capital illiquidity on investment, Tobin’s average q, the duration and user cost of capital, and the value of growth opportunities are substantial. These findings are particularly important in today’s low interest rate environment.

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.

Corporate financing of investment opportunities in a world of institutional cross-ownership

Journal of Corporate Finance 2021 69(1), 102041
Institutional cross-owners, specifically institutional investors with significant stakes in multiple firms in the same industry, are becoming increasingly common in the United States. In this paper, we investigate and find that the presence of institutional cross-owners facilitates a firm's financing of its investment opportunities, consistent with institutional cross-owners reducing the adverse selection concerns of those who provide capital for the investment opportunities. We then examine the conditions under which the presence of institutional cross-owners is likely to more significantly reduce adverse selection and thereby have even more of a positive effect on the financing of investment opportunities. We document that relative to transient institutional cross-owners, dedicated institutional cross-owners facilitate more financing of investment opportunities. We also find that institutional cross-owners facilitate the financing of investment opportunities even more for firms with greater dependence on external financing, those with an opaque financial reporting environment, and those with more product market competition. Our paper offers novel insight into how a firm can benefit from the presence of institutional cross-owners.

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.

Religiosity and the cost of debt

Journal of Banking & Finance 2016 70, 70-85
In a cross-country setting, we document that stronger religiosity is associated with lower loan interest spread. In addition, we show that this negative association is more pronounced in countries with weaker creditor rights, suggesting that religious values play a more significant role in constraining opportunistic behavior in a weaker legal environment. Our analysis reveals that stronger religiosity is also related to other favorable terms in loan contracting, such as larger facility amount, use of accounting-based performance pricing, and lower upfront fee. Corroborating our cross-country findings, we also show that in the U.S. setting, firms in regions with stronger religiosity enjoy lower loan interest spread. Our study contributes to understanding the important role religiosity plays in debt financing.