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Occupational Licensing and Maternal Health: Evidence from Early Midwifery Laws

Journal of Political Economy 2020 128(11), 4337-4383 open access
Exploiting variation across states and municipalities in the timing and details of midwifery laws introduced during the period 1900–1940 and using data assembled from various primary sources, we find that requiring midwives to be licensed reduced maternal mortality by 7%–8% and may have led to modest reductions in infant mortality. These estimates represent the strongest evidence to date that licensing restrictions can improve the health of consumers and are directly relevant to ongoing policy debates on the merits of licensing midwives.

Women's Schooling, Home Teaching, and Economic Growth

Journal of Political Economy 1999 107(4), 682-714
The hypothesis that increases in the schooling of women enhance the human capital of the next generation and thus make a unique contribution to economic growth is assessed on the basis of data describing green revolution India. Estimates are obtained that indicate that a component of the significant and positive relationship between maternal literacy and child schooling in the Indian setting reflects the productivity effect of home teaching and that the existence of this effect, combined with the increase in returns to schooling for men, importantly underlies the expansion of female literary following the onset of the green revolution.

Rational Illiquidity and Consumption: Theory and Evidence from Income Tax Withholding and Refunds

American Economic Review 2022 112(9), 2959-2991
Low liquidity and a high marginal propensity to consume are tightly linked. This paper analyzes this link in the context of income tax withholding and refunds. A theory of rational cash management with income uncertainty endogenizes the relationship between illiquidity and the marginal propensity to consume, and can explain the finding that households tend to spend tax refunds as if they valued liquidity, yet do not act to increase liquidity by reducing their withholding. The theory is supported by individual-level evidence based on financial account records, including a positive correlation between the size of tax refunds and the marginal propensity to consume out of those refunds.

Regression Discontinuity in Serial Dictatorship: Achievement Effects at Chicago's Exam Schools

American Economic Review 2017 107(5), 240-245
Many school and college admission systems use centralized mechanisms to allocate seats based on applicant preferences and school priorities. When tie-breaking uses non-randomly assigned criteria like distance or a test score, applicants with the same preferences and priorities are not directly comparable. The non-lottery setting does generate a kind of local random assignment that opens the door to regression discontinuity designs. This paper introduces a hybrid RD/propensity score empirical strategy that exploits quasi-experiments embedded in serial dictatorship, a mechanism widely used for college and selective K-12 school admissions. We use our approach to estimate achievement effects of Chicago's exam schools.

Measuring Cash Flows: A Guide for Researchers

The Accounting Review 2025 100(6), 61-86 open access
Cash flows play an important role in the accounting and finance literature. They are a major component of earnings, serve as a benchmark for earnings and accruals, and are an input to firm valuation. Although accrual measurement has been extensively studied, research on cash flow measurement remains limited. We review cash flow proxies researchers use in prior literature and highlight the importance of (1) identifying and defining the cash flow construct of interest based on the underlying research question and other constructs of interest and (2) selecting a cash flow proxy that minimizes measurement error and maps well into its construct. We also examine the challenges researchers face in measuring cash flows and demonstrate how measurement choices can affect the magnitude of coefficient estimates and statistical inferences. Finally, our study provides a framework researchers can follow to strengthen the construct validity of cash flow proxies.

Aggregate Financial Misreporting and the Predictability of U.S. Recessions and GDP Growth

The Accounting Review 2023 98(5), 129-159
This study examines the incremental predictive power of aggregate measures of financial misreporting for recession and real gross domestic product (GDP) growth. We draw on prior research suggesting that misreporting has real economic effects because it represents misinformation on which firms base their investment, hiring, and production decisions. We find that aggregate M-Score incrementally predicts recessions at forecast horizons of five to eight quarters ahead. We also find that aggregate M-Score is significantly associated with lower future growth in real GDP, real investment, consumption, and industrial production. Additionally, our result that aggregate M-Score predicts lower real investment one to four quarters ahead partially accounts for why misreporting predicts recessions five to eight quarters ahead. Our findings are weaker when we use aggregate F-Score as a proxy for misreporting. Overall, this study provides novel evidence that aggregate misreporting measures can aid forecasters and regulators in predicting recessions and real GDP growth.

Beyond Borders: Uncertainty in Supragovernmental Tax Enforcement and Corporate Investment

The Accounting Review 2022 97(6), 233-261 open access
Amid growing globalization, many countries have offered tax incentives to attract corporate investment. Prior research studies the role such incentives play in firms' location and investment choices. However, we have limited evidence regarding the role that uncertainty about the intensity of future tax enforcement plays in those decisions. In 2013, the European Commission (E.C.) abruptly began investigating the tax-ruling practices of several countries in response to allegations that certain firms received preferential tax treatment (“state aid cases”). We use this setting to study the economic consequences of increased uncertainty about future tax enforcement. We find evidence consistent with significant reductions in U.S. multinational enterprises' subsidiary investments within, firm input purchases from, and aggregate investment of U.S. firms flowing to targeted state aid countries. Specifically, for U.S. multinational enterprises' subsidiary investments, we find fixed assets declined by 1.7 percent of total assets, or $7.6 million per subsidiary.

Legal Expertise and the Role of Litigation Risk in Firms' Conservatism Choices

The Accounting Review 2022 97(4), 105-129
Firms face a greater risk of lawsuits for overstated rather than understated earnings or net assets, suggesting conservatism can reduce firms' expected legal costs. Because managers with legal expertise are more likely than other managers to recognize the legal benefits of conservatism, this study examines whether legal expertise among members of senior management promotes greater conservatism. Consistent with this prediction, we find that firms with a general counsel (GC) in senior management (our proxy for legal expertise) report more conservatively. We also find that GC firms recalibrate their conservatism levels in response to changes in the legal environment—their conservatism choices are more responsive to litigation against peer firms and to two judicial rulings that affected the litigation risk for firms located in the Ninth Circuit. Overall, our findings suggest that populating senior management with legal experts affects the extent to which a firm's level of conservatism incorporates legal risks. Data Availability: Data are available from public sources identified in the text.

How Controlling Failure Perceptions Affects Performance: Evidence from a Field Experiment

The Accounting Review 2021 96(2), 205-230 open access
We conducted a clustered randomized field experiment with 20 Brazilian distributorships of a multinational direct sales organization to examine whether controlling failure perceptions through formal communications increases performance. We used the organization's weekly sales meetings to deliver a video-based message from the regional head that either communicates workers should view failure as a natural part of learning rather than an indictment of their ability (treatment condition) or simply summarizes the organization's history (control condition). We find that those who were assigned to the treatment condition were more likely to sustain their effort in response to the economic adversity that coincided with our experiment. Additional analyses suggest that our treatment accomplished this by increasing job-specific confidence and by reinforcing social norms that encourage workers to persevere after failure. Overall, our findings highlight that formal communications from senior management are a viable control mechanism for sustaining effort in the face of failure.

Blame Attribution and Disclosure Propensity

The Accounting Review 2021 96(4), 405-432
We find that firms are less likely to disclose information regarding a negative economic event for which the firm is likely to be blamed than a negative event for which the firm is likely to be perceived as blameless. We identify 383 material negative events (casualty accidents, oil spills, catastrophes, investor class action lawsuits) and find that firms are approximately four times less likely to disclose information following a negative blamed event than a blameless event. Consistent with disclosure of blamed events resulting in greater costs to the firm, we find that firms that disclose after a blamed, but not a blameless, event experience greater reputation and litigation costs than firms that do not disclose. We find that blame attribution provides incremental information over manager career concerns in the disclosure decision. These findings suggest that an event-specific factor—blame attribution—affects firms' propensity to provide disclosures about negative economic events. Data Availability: The list of 383 material negative economic events is available upon request.