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Firm Finances and the Spread of COVID-19: Evidence from Nursing Homes

The Review of Corporate Finance Studies 2023 12(1), 1-35
Abstract We find that firms’ financial resources play an important role in mitigating the spread of COVID-19. We study nursing homes—whose residents account for over one-third of all U.S. COVID-19 deaths—at a time when investment in risk mitigation was costly and critical. Facilities with less liquidity and those experiencing more severe cash flow shocks had more cases of COVID-19. The importance of cash flow is further supported by tests exploiting state-level variation in Medicaid reimbursement expansion. Evidence on personal protective equipment supplies suggests a lack of financial resources leads to lower investment in risk mitigation. (JEL G30, G32, I10) Authors have furnished an Internet Appendix, which is available on the Oxford University Press Web site next to the link to the final published paper online.

Energy Transitions and Household Finance: Evidence from U.S. Coal Mining

The Review of Corporate Finance Studies 2023 12(4), 723-760 open access
Abstract Between 2010 and 2020, the U.S. coal industry experienced a 50% drop in production, employment, and active mines, driven by regulatory factors and technological innovation in alternative energy sources. We study the impact of this energy transition on household employment, wages, migration, and home ownership in affected communities. Compared to non-coal-producing, resource-rich counties, coal-producing counties experience 6% and 4% drops in employment and wages, respectively, during this period. Economic mobility and access to banking services significantly moderate these real effects, suggesting a potential role for finance to shape the industrial and economic changes associated with climate transitions. (JEL G20, G50, J61, Q55, Q58) Authors have furnished an Internet Appendix, which is available on the Oxford University Press Web site next to the link to the final published paper online.

Large Bets and Stock Market Crashes

Review of Finance 2023 27(6), 2163-2203 open access
Abstract Some market crashes occur because of significant imbalances in demand and supply. Conventional models fail to explain the large magnitudes of price declines. We propose a unified structural framework for explaining crashes, based on the insights of market microstructure invariance. A proper adjustment for differences in business time across markets leads to predictions which are different from conventional wisdom and consistent with observed price changes during the 1987 market crash and the 2008 sales by Société Générale. Somewhat larger-than-predicted price drops during 1987 and 2010 flash crashes may have been exacerbated by too rapid selling. Somewhat smaller-than-predicted price decline during the 1929 crash may be due to slower selling and perhaps better resiliency of less integrated markets.

Processing inflation news: A discussion of Binz, Ferracuti, and Joos (2023)

Journal of Accounting and Economics 2023 76(2-3), 101638
Binz, Ferracuti, and Joos (2023) examine whether better internal information systems can mitigate the association between inflation and investment. According to Real Business Cycle models, inflation should not impact real decisions like investment, yet empirically the two are positively related. Lucas (1972) theorizes that imperfect information can cause agents to rationally extrapolate from their local set of information to make conclusions about what is happening in aggregate. Motivated by this model, the authors argue that better internal information systems allow managers to disentangle firm-level real shocks from nominal shocks. My discussion evaluates the measurement of internal information quality and questions how distinct it is from external information quality. Next, I relate the findings to a growing literature that examines how individuals and firms form economic expectations. Finally, I consider whether and how these findings can inform policy.

Whose bailout is it anyway? The roles of politics in PPP bailouts of small businesses vs. banks

Journal of Financial Intermediation 2023 56, 101044
We address whether politics played important roles in allocating Paycheck Protection Program (PPP) bailout funds, and whether PPP allocations effectively bailed out small businesses vs. banks. Our econometric evidence suggests that politicians/other government agents at national and local levels effectively steered PPP funds toward small businesses and banks based on their locations to try to influence election outcomes. We also uncover evidence that some PPP funds were effectively allocated by lobbying efforts of certain banks. Findings are confirmed by a novel mediation analysis and numerous robustness checks. We also find banks profited from PPP through multiple channels, adding to extant findings, and suggesting that PPP may have effectively bailed out banks as well as small businesses, but through different political influences.

Small business lending under the PPP and PPPLF programs

Journal of Financial Intermediation 2023 53, 101017 open access
We use Call Report data to examine the effects of the Paycheck Protection Program (PPP) and the PPP Liquidity Facility (PPPLF) on small business and farm lending by individual commercial banks. As program participation was associated with small business lending, we adopt an instrumental variables approach to identify causal implications based on historical bank relationships with the Small Business Administration and the Federal Reserve’s discount window. Our results indicate that both programs encouraged lending growth over the first half of 2020. However, while the PPP encouraged greater lending across all banks, only small and medium-sized bank lending growth was significantly related to participation in the PPPLF.

Reporting misstatements as revisions: An evaluation of managers' use of materiality discretion

Contemporary Accounting Research 2023 40(4), 2745-2784 open access
Abstract In recent years, firms reporting revisions of prior financial statements outnumber those reporting restatements. Misstatements that are material to prior periods are required to be reported as restatements, whereas immaterial errors can be reported as revisions. Based on SEC guidance and widely used materiality benchmarks, I find a significant percentage (29%) of revisions are suspect in that they meet at least one materiality criterion. These suspect revisions are 15% to 29% more likely to be reported when managers have a strong incentive to avoid restatements—when they face the threat of a compensation clawback for reporting a restatement. This result is especially salient when the clawback policy does not require misconduct for recoupment and when the error correction significantly reduces prior period net income. Overall, this evidence suggests that some managers use materiality discretion opportunistically to report misstatements as revisions instead of restatements.

Remembering Fraud in the Future: Investigating and Improving Auditors' Attention to Fraud during Audit Testing*

Contemporary Accounting Research 2023 40(2), 925-951 open access
ABSTRACT During the testing stages of the audit, auditors must divide their attention simultaneously between (i) performing the planned audit procedures and (ii) remaining broadly skeptical and alert for fraud. Regulators note instances in which auditors do not take actions that effectively respond to fraud risks during these later stages, suggesting auditors may devote insufficient attention to fraud while they are busy executing the planned audit procedures. Leveraging prospective memory theory, I identify and test an intervention that can improve auditors' attention to fraud by encouraging auditors to have implementation intentions—that is, more detailed plans about when and how they will consider fraud. I find that encouraging implementation intentions interacts with auditors' perceived fraud task importance to increase auditors' attention to fraud when this attention would otherwise be lower, making auditors more likely to take effective fraud actions. Importantly, these results also indicate that, even in a high fraud risk setting, auditors may devote insufficient attention to fraud while performing the planned audit procedures, confirming concerns voiced by regulators. However, my study also highlights concerns about regulators' inspection processes prompting auditors to focus too heavily on inspection risk, as the results suggest auditors are less likely to detect fraud in high‐risk audit areas thought to have low inspection risk.

Indirect Costs of Financial Distress

Review of Finance 2023 27(6), 2233-2270 open access
Abstract We estimate the indirect costs of financial distress due to lost sales by exploiting real estate (RE) shocks and cross-supplier variation in RE assets and leverage. We show that for the same client buying from different suppliers, the client’s purchases from distressed suppliers decline by an additional 13% following a drop in local RE prices. The effect is more pronounced in more competitive industries, manufacturing, durable goods, less-specific goods, and when the costs of switching suppliers are low. Our results suggest that clients reduce their exposure to suppliers in financial distress.