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Keywords:regression discontinuity 

Report
The Affordable Care Act and the COVID-19 Pandemic: A Regression Discontinuity Analysis

Did Medicaid expansion under the Affordable Care Act affect the course of the COVID-19 pandemic? We answer this question using a regression discontinuity design for counties near the borders of states that expanded Medicaid with states that did not. Relevant covariates change continuously across the Medicaid expansion frontier. We find that (1) health insurance changes discontinuously at the frontier, (2) COVID-19 testing is discontinuously larger in Medicaid-expanding states, and (3) the fraction of beds occupied in ICUs is discontinuously smaller in Medicaid-expanding states. We also find ...
Staff Reports , Paper 948

Report
Wage Insurance for Displaced Workers

Wage insurance provides income support to displaced workers who find reemployment at a lower wage. We analyze wage insurance in the context of the U.S. Trade Adjustment Assistance (TAA) program by merging linked employer-employee Census data to TAA petitions and leveraging a discontinuity in eligibility based on worker age. Wage insurance eligibility increases short-run employment probabilities and leads to higher long-run cumulative earnings. We find shorter non-employment durations largely drive increased long-term earnings among workers eligible for wage insurance. Our results are ...
Staff Reports , Paper 1105

Working Paper
The Fed Takes On Corporate Credit Risk: An Analysis of the Efficacy of the SMCCF

We evaluate the efficacy of the Secondary Market Corporate Credit Facility (SMCCF), a program designed to stabilize the corporate bond market in the wake of the COVID-19 shock. The Fed announced the SMCCF on March 23 and expanded the program on April 9. Regression discontinuity estimates imply that these announcements reduced credit spreads on bonds eligible for purchase 70 basis points (bp). We refine this analysis by constructing a sample of bonds—issued by the same set of companies—that differ in their SMCCF eligibility. A diff-in-diff analysis shows that both announcements had large ...
FRB Atlanta Working Paper , Paper 2020-18

Working Paper
Targeted business incentives and the debt behavior of households

The empirical effects of place-based tax incentive schemes designed to aid low-income communities are unclear. While a growing number of studies find beneficial effects on employment, there is little investigation into other behaviors of households affected by such programs. We analyze the impact of the Texas Enterprise Zone Program on household debt and delinquency. Specifically, we utilize detailed information on all household liabilities, delinquencies, and credit scores from the Federal Reserve Bank of New York Consumer Credit Panel/Equifax, a quarterly longitudinal 5% random sample of ...
Working Papers , Paper 1602

Discussion Paper
Wage Insurance: A Potential Policy for Displaced Workers

Despite the existing safety net, worker displacement continues to have severe consequences that motivate the consideration of new social insurance programs. Wage insurance is a novel policy that temporarily provides additional income to workers who lose their job and become re-employed at a lower wage. In this post, we draw on evidence from our recent working paper analyzing the effects of a U.S. wage insurance program on worker earnings and employment outcomes. Among workers displaced by international trade, we find that eligibility for wage insurance increased the probability of employment ...
Liberty Street Economics , Paper 20240717

Working Paper
Do increases in subsidized housing reduce the incidence of homelessness?: evidence from the low-income housing tax credit

The provision of affordable housing for low-income families is often cited by policymakers and advocacy groups as a necessity for ending homelessness. The U.S. government spends a considerable amount on housing programs for the nation's poor, and the use of federal housing programs to mitigate homelessness has attracted increasing interest following the recent financial downturn and housing market crisis. While important for housing policy, however, the question of whether subsidized housing is effective for combating homelessness remains unresolved. In this paper, the authors examine the ...
Working Papers , Paper 15-11

Working Paper
Health Insurance as an Income Stabilizer

We evaluate the effect of health insurance on the incidence of negative income shocks using the tax data and survey responses of nearly 14,000 low income households. Us-ing a regression discontinuity (RD) design and variation in the cost of nongroup pri-vate health insurance under the Affordable Care Act, we find that eligibility for sub-sidized Marketplace insurance is associated with a 16% and 9% decline in the rates of unexpected job loss and income loss, respectively. Effects are concentrated among households with past health costs and exist only for “unexpected” forms of earnings ...
Working Papers , Paper 20-05

Discussion Paper
Investigating the Effect of Health Insurance in the COVID-19 Pandemic

Does health insurance improve health? This question, while apparently a tautology, has been the subject of considerable economic debate. In light of the COVID-19 pandemic, it has acquired a greater urgency as the lack of universal health insurance has been cited as a cause of the profound racial gap in coronavirus cases, and as a cause of U.S. difficulties in managing the pandemic more generally. However, estimating the effect of health insurance is difficult because it is (generally) not assigned at random. In this post, we approach this question in a novel way by exploiting a natural ...
Liberty Street Economics , Paper 20200925

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