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The effect of bank monitoring on public bond terms

Journal of Financial Economics 2019 133(2), 379-396
This study examines the effect of bank loan monitoring on public bond contract design. We find that bond yield spreads are lower and that bond issuance amounts are larger when a borrower has recently obtained a private loan, consistent with bond issuers benefiting from the screening and ongoing monitoring of banks. We find that these bonds include more covenants than bonds issued without the cross-monitoring of banks, consistent with bondholders wanting to protect themselves from private lenders. This effect is larger for firms with high information asymmetry and larger potential conflicts between different lender types. Our results are robust to a battery of sensitivity tests. Overall, our empirical results suggest that borrowers that precede their public bond issuances with private loan agreements receive more favorable bond terms. Meanwhile, these benefits are associated with the cost of increased monitoring by public bonds.

The Power of Numbers: Base‐Ten Threshold Effects in Reported Revenue*

Contemporary Accounting Research 2022 39(4), 2903-2940
ABSTRACT We show that managers have a propensity to disproportionately report total revenues just above base‐ten thresholds (e.g., 10 million, 30 million, 1 billion) and examine motives for and consequences of this behavior. Focusing on base‐ten thresholds in revenues is important because, despite being unusually prevalent in revenue targets set in executive compensation contracts, analyst forecasts, and management forecasts, they have not been previously explored. We also show that pressure to beat these targets provides one explanation for the base‐ten bias in reported revenues. However, these incentive effects do not offer a complete explanation because base‐ten threshold‐beating is observed even in the absence of these explicit targets. We further find that when firms beat a base‐ten threshold for the first time, they experience increases in news coverage, institutional ownership, liquidity, and analyst following, even after controlling for whether they have beaten other common benchmarks. These results suggest that managers also beat base‐ten thresholds in order to increase their firms' overall visibility. Overall, we show that a preference for base‐ten numbers, which have no inherent economic meaning, has a measurable effect on the actions of market participants. These results open the door to a new range of managerial targets previously unexplored.

Firm innovation and covenant tightness

Review of Accounting Studies 2024 29(1), 151-193 open access
This study explores the association between firm innovation and loan covenant strictness. We find that lenders construct stricter contracts for firms filing more patents, consistent with lenders imposing more oversight on firms when they enter the commercialization stage after having demonstrated their inventiveness. Our results hold under propensity score matching and entropy balancing, and when exploiting the American Inventors Protection Act as a shock affecting unrelated banks’ access to patent filing information. The relationship we document is stronger when the lender has more expertise and for firms with higher default risk. We demonstrate that borrowers’ patent filings are associated with more future R&D and capital investment and with a higher likelihood of their acquiring firms in the industry of their patent filings. Our results are consistent with the theoretical prediction that lenders interpret patent filings as indicative of high inventive potential that requires stricter discipline and oversight by lenders in order to be converted into actual business success, and with them designing debt contract terms accordingly.

The information role of audit opinions in debt contracting

Journal of Accounting and Economics 2016 61(1), 121-144
This study examines the relevance of modified audit opinions (MAO) in private debt contracting. We use the auditor׳s explanatory language to partition MAOs into Inconsistency opinions, resulting from an accounting change or a restatement; and Inadequacy opinions, arising from a material uncertainty or a going concern (GC) opinion. Using the loan contracts of firms with MAOs, we find that, compared with loans issued in the year after a clean opinion, loans issued in the year after an MAO are associated with higher interest spreads (17 basis points on average), fewer financial covenants, more general covenants, smaller loan sizes, and a higher likelihood of requiring collateral. We find that the effect on loan spreads (as well as on other non-price terms) varies by the type of MAO, ranging from no effect for an accounting change to an average increase of 107 basis points for a GC opinion. Additional analyses of GC opinions find that auditors communicate incremental information to lenders about clients’ credit risk. Overall, our empirical results suggest that lenders incorporate the information contained in MAOs into debt contracting.

Local newspaper closures and bank loan contracts

Contemporary Accounting Research 2025 42(3), 1620-1651 open access
We examine changes in bank loan contracts after borrowers experience a nearby local newspaper closure. Compared to a sample of control firms, we find that the closure of a local newspaper leads to higher interest spreads for borrowers. This effect is more pronounced when there are fewer related lenders in the syndicate, when lenders have less prior lending experience in the local area, when the closed local newspapers are associated with increases in misconduct cases, and for institutional lenders who rely more heavily on others for monitoring. In addition, we observe that loan contract amendments become less frequent, while covenant strictness increases following newspaper closures. Our main findings are robust to various research design specifications and are not driven by deteriorating local economic conditions. Our findings suggest that local media still plays a significant role in the debt markets, even as society moves deeper into the internet era.

Stop the presses! Or wait, we might need them: Firm responses to local newspaper closures and layoffs

Journal of Corporate Finance 2021 69, 102035
Media as a whole has been shown to play an important role as an information source, information intermediary, and monitor of public firms, but much less is known about whether local newspapers play a similar role. We attempt to shed light on this issue, and we investigate if and how firms respond to changes in the local newspaper industry, where closures and layoffs have become the norm. Compared to a sample of matched control firms, we find that following newspaper closures and large industry layoffs, nearby public companies boost dividend payouts. This result follows from prior research suggesting that investors pressure managers to increase dividends in response to growing agency problems. Cross-sectional analyses confirm that our results are driven by geographically-concentrated firms that rely more heavily on local newspapers as a monitor and information source. Our findings suggest that local newspapers play an important role as an information intermediary and monitor of public firms, and that the disappearance of local newspapers exacerbates agency problems in nearby firms that tend to be remedied by higher dividends.

Strategic Alliances and Lending Relationships

The Accounting Review 2024 99(5), 307-332 open access
ABSTRACT We study how proprietary information flows in strategic alliances facilitate banks’ information collection in private debt markets. We argue that lenders that have previously worked with a borrower’s alliance partners have an information advantage and show that firms entering a strategic alliance receive a lower interest spread on loans from banks that have previously lent to their strategic partners than loans from other banks. Cross-sectional tests on alliances’ economic importance and participants’ information environment support our hypothesis that the loan price effect is driven by reduced information asymmetry between borrowers and their partners’ relationship banks. Last, we find borrowers are more likely to obtain debt financing from alliance-related banks than from other banks. Overall, our findings are consistent with lenders that have previously worked with an alliance counterparty possessing debt contracting-relevant information about the soft nature of alliance value and the partners’ commitment to alliances. Data Availability: Data are available from the public sources cited in the text. JEL Classifications: G10; G21; G32.