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Portfolio performance manipulation in collateralized loan obligations

Journal of Accounting and Economics 2019 67(2-3), 438-462
We examine the discretionary activities that CLO managers engage in to pass monthly overcollateralization (OC) tests. These tests require a CLO's loan portfolio value, scaled by the CLO notes’ principal balance, to be above a certain threshold. Using CLOs’ granular disclosures, we develop model-free estimates for discretionary loan fair valuation and transaction-based proxies for strategic loan trading. We find a positive association between these discretionary activities and the probability of avoiding an OC test violation. This association varies predictably with junior noteholders’ influence and CLO market conditions. Strategic trading—but not discretionary fair valuation—relates to worse future CLO performance.

Enhancing Loan Quality Through Transparency: Evidence from the European Central Bank Loan Level Reporting Initiative

Journal of Accounting Research 2017 55(4), 877-918
We explore whether transparency in banks’ securitization activities enhances loan quality. We take advantage of a novel disclosure initiative introduced by the European Central Bank, which requires, as of January 2013, banks that use their asset‐backed securities as collateral for repo financing to report securitized loan characteristics and performance in a standardized format. We find that securitized loans originated under the transparency regime are of better quality with a lower default probability, a lower delinquent amount, fewer days in delinquency, and lower losses upon default. Additionally, banks with more intensive loan level information collection and those operating under stronger market discipline experience greater improvement in their loan quality under the new reporting standards. Overall, we demonstrate that greater transparency has real effects by incentivizing banks to improve their credit practices.

Making sense of soft information: interpretation bias and loan quality

Journal of Accounting and Economics 2019 68(2-3), 101240
We explore whether cognitive constraints and behavioral biases impede the processing and interpretation of soft information in private lending. Using data from a credit union's internal reporting system, we delineate three constraints and biases likely to affect lending decisions: limited attention, task-specific human capital and common identity. We find that soft information leads to worse loan quality when loan officers are busy or before weekends and around national holidays; when they have prior sales experience; and when both the officers and borrowers are men. We provide evidence of non-agency-related costs in the use of soft information in lending decisions.

The harmonization of lending standards within banks through mandated loan-level transparency

Journal of Accounting and Economics 2021 72(1), 101386
We explore whether the introduction of transparent reporting rules increases credit standard harmonization within a bank. We exploit the new loan-level reporting rules imposed on banks that borrow from the European Central Bank using repurchase agreements collateralized by their asset-backed securities. We compare credit terms of similar mortgages issued by a bank across a country's regions and find that harmonization increases following the adoption of the new reporting rules. Learning and regulatory scrutiny constitute mechanisms underlying this economic effect. We also show that harmonization leads to more favorable lending terms to borrowers and higher loan quality for banks. Overall, these findings suggest that transparent reporting rules incentivize banks to improve their internal decision-making and thereby reduce regional divergence in their credit standards.

Corporate Loan Securitization and the Standardization of Financial Covenants

Journal of Accounting Research 2018 56(1), 45-83 open access
We examine whether syndicated loans securitized through collateralized loan obligations (CLOs) have more standardized financial covenants. We proxy for the standardization of covenants using the textual similarity of their contractual definitions. We find that securitized loans are associated with higher covenant standardization than nonsecuritized institutional loans. In addition, we show that CLOs with more diverse or frequently rebalanced portfolios are more likely to purchase loans with standardized covenants, potentially because standardization alleviates information processing costs related to loan monitoring and screening. We also document that covenant standardization is associated with greater loan and CLO note rating agreement between credit rating agencies, further supporting the relation between lower information costs and covenant standardization. Overall, our study provides evidence that loan securitization is related to the design of standardized financial covenants.

The Issuance and Design of Sustainability-Linked Loans

The Accounting Review 2026
We explore the contract design of sustainability-linked loans (SLLs), a rapidly growing form of ESG-labeled debt that ties loan pricing to firms’ sustainability performance. Using a global SLL sample issued between 2017 and 2023, we examine whether SLLs are structured to discipline borrowers with weak ESG performance through stringent sustainability-linked provisions. We find no association between borrower ESG performance and the rigor of SLL provisions, suggesting that SLLs are generally not designed as incentive contracts. Instead, SLL contract design aligns more closely with ESG branding and credit-product-expansion motives: borrowers leverage SLLs to enhance legitimacy and visibility and to attract additional capital, whereas lenders can convey their ESG commitment, cater to investor demand for ESG-labeled debt, and expand their credit product offering. Overall, our evidence suggests that SLLs function primarily as symbolic labels rather than credible mechanisms for driving meaningful improvements in firms’ sustainability outcomes. Data Availability: Data are available from the sources cited in the text.