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Author:Avtar, Ruchi 

Discussion Paper
Racial and Income Gaps in Consumer Spending following COVID-19

This post is the first in a two-part series that seeks to understand whether consumer spending patterns during the COVID-19 pandemic evolved differentially across counties by race and income. As the pandemic hit and social distancing restrictions were put into place in March 2020, consumer spending plummeted. Subsequently, as social distancing restrictions began to be relaxed later in spring 2020, consumer spending started to rebound. We find that higher-income counties had a considerably steeper decline and a shallower recovery than low-income counties did. The differences by race were also ...
Liberty Street Economics , Paper 20210513a

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

Discussion Paper
The Role of Educational Attainment in Household Debt and Delinquency Disparities

This post concludes a three-part series exploring the gender, racial, and educational disparities of debt outcomes of college students. In the previous two posts, we examined how debt holding and delinquency behaviors vary among students of different race and gender, breaking up our analyses by level of degree pursued by the student. We found that Black and Hispanic students were less likely than white students to take on credit card debt, auto loans, and mortgage debt, but experienced higher rates of delinquency in each of these debt areas by the age of 30. In contrast, Black students were ...
Liberty Street Economics , Paper 20211117c

Discussion Paper
Unequal Burdens: Racial Differences in ICU Stress during the Third Wave of COVID-19

A critical risk during the COVID-19 pandemic has been the possibility of the hospital system becoming overwhelmed. COVID-19 not only has killed nearly 2 percent of people with confirmed infections but causes many more who contract it to develop severe complications that are potentially fatal if not treated in an intensive care unit (ICU). As ICU capacity is based on typical needs for intensive care before the pandemic, a surge of COVID-related ICU patients may leave no room for individuals requiring intensive care for other reasons—such as heart attacks—or may exceed the total ICU ...
Liberty Street Economics , Paper 20210809

Journal Article
Understanding the Linkages between Climate Change and Inequality in the United States

The authors conduct a review of the existing academic literature to outline possible links between climate change and inequality in the United States. First, researchers have shown that the impact of both physical and transition risks may be uneven across location, income, race, and age. This is driven by a region’s geography as well as its ability to adapt. Second, measures that individuals and governments take to adapt to climate change and to transition to lower emissions risk increasing inequality. Finally, while federal aid and insurance coverage can mitigate the direct impact of ...
Economic Policy Review , Volume 29 , Issue 1 , Pages 1-39

Report
Understanding the Linkages between Climate Change and Inequality in the United States

We conduct a review of the existing academic literature to outline possible links between climate change and inequality in the United States. First, researchers have shown that the impact of both physical and transition risks may be uneven across location, income, race, and age. This is driven by a region’s geography as well as its adaptation capabilities. Second, measures that individuals and governments take to adapt to climate change and transition to lower emissions risk increasing inequality. Finally, while federal aid and insurance coverage can mitigate the direct impact of physical ...
Staff Reports , Paper 991

Discussion Paper
Understanding the Racial and Income Gap in COVID-19: Public Transportation and Home Crowding

This is the second post in a series that aims to understand the gap in COVID-19 intensity by race and income. In our first post, we looked at how comorbidities, uninsurance rates, and health resources may help to explain the race and income gap observed in COVID-19 intensity. We found that a quarter of the income gap and more than a third of the racial gap in case rates are explained by health status and system factors. In this post, we look at two factors related to indoor density—namely public transportation use and home crowding. Here, we will aim to understand whether these two factors ...
Liberty Street Economics , Paper 20210112b

Discussion Paper
Understanding the Racial and Income Gap in Covid-19: Health Insurance, Comorbidities, and Medical Facilities

Our previous work documents that low-income and majority-minority areas were considerably more affected by COVID-19, as captured by markedly higher case and death rates. In a four-part series starting with this post, we seek to understand the reasons behind these income and racial disparities. Do disparities in health status translate into disparities in COVID-19 intensity? Does the health system play a role through health insurance and hospital capacity? Can disparities in COVID-19 intensity be explained by high-density, crowded environments? Does social distancing, pollution, or the age ...
Liberty Street Economics , Paper 20210112a

Discussion Paper
Unequal Distribution of Delinquencies by Gender, Race, and Education

Once again, we utilize multivariate regression analysis and present bar charts for the regression coefficients of interest; these show the correlations between demographics, educational outcomes, and debt delinquencies, controlling for factors such as immigration and visa status, type of high school attended, year of entry to CUNY, and whether a student has a disability, is economically disadvantaged, or is an English language learner. The charts shown below are split into two panels: the upper panel represents results for students who enter CUNY for an associate (AA) degree, while the lower ...
Liberty Street Economics , Paper 20211117b

Discussion Paper
COVID-19 and Small Businesses: Uneven Patterns by Race and Income

The COVID-19 pandemic resulted in one of the sharpest recessions and recoveries in U.S. history. As the virus spread over the country in a matter of weeks in March 2020, most states rapidly locked down nonessential economic activity, which plummeted as a result. As the first wave of COVID-19 subsided and people gradually learned to “live with the virus,” states reversed most of the initial lockdowns and economic activity rebounded. In our ongoing Economic Inequality series, we have explored many aspects of how the economic turmoil associated with COVID-19 differentially affected ...
Liberty Street Economics , Paper 20210527a

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