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Characteristics of Securitizations that Determine Issuers’ Retention of the Risks of the Securitized Assets

The Accounting Review 2008 83(5), 1181-1215
We hypothesize and provide evidence that characteristics of banks’ loan securitizations accounted for as sales determine the extent to which banks retain the risks of the securitized loans. We show that banks retain more risk when: (1) the types of loans have higher and/or less externally verifiable credit risk, (2) the loans are closed-ended and banks retain larger contractual interests in the loans, and (3) the loans are closed-ended and banks retain types of contractual interests that more strongly concentrate the risk of the securitized loans. We show that the magnitude and type of retained contractual interests are not risk-relevant in revolving loan securitizations, because banks have more incentive and ability to provide implicit recourse, a non-contractual interest.

Subsidy Design in Privately Provided Social Insurance: Lessons from Medicare Part D

Journal of Political Economy 2020 128(5), 1712-1752 open access
The efficiency of publicly-subsidized, privately-provisioned social insurance programs depends on the interaction between strategic insurers and the subsidy mechanism. We study this interaction in the context of Medicare's prescription drug coverage program. We find that the observed mechanism is successful in keeping "raise-the-subsidy" incentives relatively low, acts much like a flat voucher, and obtains a level of welfare close to the optimal voucher. Across a range of counterfactuals, we find that more efficient subsidy mechanisms share three features: they retain the marginal elasticity of demand, limit the exercise of market power, and preserve the link between prices and marginal costs.

Asset‐Level Transparency and the (E)valuation of Asset‐Backed Securities

Journal of Accounting Research 2022 60(3), 1131-1183 open access
As of November 2016, SEC Regulation (“Reg”) AB II requires issuers of certain types of asset‐backed securities (“ABS”) to disclose the credit‐risk attributes of each asset in the underlying pool, a substantial expansion of prior disclosure requirements. We examine how ABS issuers’ asset‐level disclosures under Reg AB II affect the (e)valuation of ABS by investors and credit rating agencies. Using difference‐in‐differences models that compare affected and unaffected types of ABS, we find that these disclosures improve the ability of initial ABS yields and credit ratings to predict the performance of the underlying assets. These results are concentrated in deals with above‐median risk layering in the underlying assets and complexity in the tranching of credit risk. We further find that asset‐level disclosures are associated with lower yields. Lastly, we provide evidence that most prospective ABS investors download asset‐level information during the price formation period prior to ABS issuance.

Banks’ Motivations for Designating Securities as Held to Maturity

The Accounting Review 2025 100(4), 303-330 open access
We provide evidence that banks classify fixed-rate debt investment securities as held to maturity (HTM) rather than as available for sale (AFS) when HTM classification provides preferred financial accounting and regulatory capital treatments, not because they have a distinct economically motivated intent and ability to hold the securities to maturity. Specifically, we document predictably divergent security classifications by three categories of banks that differ in whether the regulatory accumulated other comprehensive income (AOCI) filter, which removes AOCI from Tier 1 capital, applies in four subperiods of our 2012–2022 sample period. The boundaries of the subperiods reflect changes in the AOCI filter’s applicability in 2014 and 2019 and the sharp rise in interest rates beginning in late 2021. We further find that the bank categories differ in the interest rate risk of their AFS securities and the extents to which they economically hedge that risk using derivatives and uninsured deposits.

Fair Value versus Amortized Cost Measurement and the Timeliness of Other-Than-Temporary Impairments: Evidence from the Insurance Industry

The Accounting Review 2019 94(6), 285-307
We investigate the impact of recurring fair value versus amortized cost measurement for accounting recognition purposes on the timeliness of insurers' other-than-temporary (OTT) impairments of non-agency residential mortgage-backed securities (NAMBS) around the 2007–2009 financial crisis. Unlike largely predetermined amortized cost measurement, recurring fair value measurement requires firms to invest in information and control systems to assess relevant economic conditions and estimate fair values quarterly. We expect these systems discipline insurers' OTT impairments. Exploiting statutory requirements that PC (life) insurers measure securities with NAIC designations from 3 to 5 at fair value (amortized cost) and disclose security-level accounting information, we predict and find that PC insurers record timelier OTT impairments of the same NAMBS with NAIC designations of 3 to 5 than life insurers. We predict and find weaker evidence of spillover effects to the timeliness of OTT impairments of the same NAMBS with NAIC designations of 1 or 2. JEL Classifications: G22; M41. Data Availability: Data are available from public sources cited in the text.

Securitization and Insider Trading

The Accounting Review 2016 91(2), 649-675
Securitizations are complex and opaque transactions. We hypothesize that bank insiders trade on private information about banks': (1) securitization-related recourse risks, (2) not-yet-reported current-quarter securitization income, and (3) securitization-based business model sustainability. We provide evidence that proxies for each of these types of insider information are positively associated with insider trading. Specifically, we find that net insider sales in the 2001Q2–2007Q2 pre-financial crisis quarters predict not-yet-reported non-performing securitized loans and securitization income for those quarters, and that net insider sales during 2006Q4 predict write-downs of securitization-related assets during the 2007Q3–2008Q4 crisis period. We find that net insider sales are more negatively associated with banks' subsequent stock returns in their securitization quarters than in other quarters. In supplemental analysis, we show that the above findings are driven by trades by banks' CEOs and CFOs, and that insiders avoid larger stock price losses through 10b5-1 plan sales than through non-plan sales. Data Availability: All data are available from public sources.

Delivering Education to the Underserved through a Public-Private Partnership Program in Pakistan

The Review of Economics and Statistics 2022 104(3), 399-416 open access
We evaluate a program that recruited local entrepreneurs to open and operate new schools in 200 underserved villages in Sindh, Pakistan. School operators received a per student subsidy to provide tuition-free primary education, and half the villages received a higher subsidy for females. The program increased enrollment by 32 percentage points and test scores by 0.63 standard deviations, with no difference across the two subsidy schemes. Estimating a structural model of the demand and supply for school inputs, we find that program schools selected inputs similar to those of a social planner who internalizes all the education benefits to society.

Classification and Market Pricing of the Cash Flows and Accruals on Trading Positions

The Accounting Review 2006 81(2), 443-472
Despite the classification of the cash flows on trading positions as operating under SFAS No. 102, trading is economically a hybrid operating/non-operating activity. Reflecting this hybrid nature, we hypothesize and find that the change in net trading assets has a less positive association with returns and future CFO than do the pure operating components of cash flows and accruals, and it has a more positive association with returns and future CFO than do the pure non-operating components of cash flows. Our paper is the first to propose and test hypotheses about the valuation implications of such hybrid cash flows and accruals.

Differential valuation implication of loan loss provisions across banks and fiscal quarters.

The Accounting Review 1997 72(1), 133-146
Prior research has found that loan loss provisions are positively associated with bank stock returns and future cash flows, conditional on less discretionary information about loan default. We find that these positive valuation implications obtain only for loan loss provisions for low regulatory capital banks in the fourth fiscal quarter. Our regulatory capital-based tests are motivated by the idea that increased discretionary loan loss provisions are plausibly good news only for banks which appear to have loan default risk problems based on prior information. Our fiscal quarter tests are motivated by findings in prior literature that suggest that managers have incentives to delay income decreasing accruals until the fourth quarter when the audit occurs, implying that income decreasing accruals are more likely, and therefore more expected, in the fourth quarter than in other fiscal quarters (Mendenhall and Nichols 1988; Boyd et al. 1994).

The Effect of the Current Expected Credit Loss Approach on Banks’ Lending during Stress Periods: Evidence from the COVID-19 Recession

The Accounting Review 2025 100(1), 113-138
In the wake of the financial crisis, policymakers expressed the concern that the incurred loss model delays loan loss recognition to economic stress periods and thereby exacerbates banks’ lending contraction during these periods. Addressing this concern, the FASB issued Accounting Standards Update 2016-13, which requires large public banks to accrue for loan losses using the current expected credit loss (CECL) approach starting in January 2020. We hypothesize and find that banks that adopted CECL prior to the COVID-19 pandemic increased loan loss provisions and reduced loan growth during the accompanying recession more than other banks. The lending contraction is stronger for adopting banks with low regulatory capital and low loan impairment and is primarily driven by commercial loans. Lastly, we find that counties in which CECL-adopting banks have higher market share experience larger increases in unemployment rates during the recession and slower subsequent recoveries. Data Availability: Data are available from the public sources cited in the text.