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Author:Pinkovskiy, Maxim L. 

Discussion Paper
How Equitable Has the COVID Labor Market Recovery Been?

One of the two monetary policy goals of the Federal Reserve System— one-half of our dual mandate—is to aim for “maximum employment.” However, labor market outcomes are not monolithic, and different demographic and economic groups experience different labor market outcomes. In this post, we analyze heterogeneity in employment rates by race and ethnicity, focusing on the COVID-19 recession of March-April 2020 and its aftermath. We find that the demographic employment gaps temporarily increased during the onset of the pandemic but narrowed back by spring 2022 to close to where they were ...
Liberty Street Economics , Paper 20220630a

Discussion Paper
Did State Reopenings Increase Consumer Spending?

The spread of COVID-19 in the United States has had a profound impact on economic activity. Beginning in March, most states imposed severe restrictions on households and businesses to slow the spread of the virus. This was followed by a gradual loosening of restrictions (“reopening”) starting in April. As the virus has re-emerged, a number of states have taken steps to reverse the reopening of their economies. For example, Texas and Florida closed bars again in June, and Arizona additionally paused operations of gyms and movie theatres. Taken together, these measures raise the question of ...
Liberty Street Economics , Paper 20200918b

Discussion Paper
Transition Risks in the Fed’s Second District and the Nation

Climate change may pose two types of risk to the economy—from policies and consumer preferences as the energy system transitions to a lower dependence on carbon (in other words, transition risks) or from damages stemming from the direct impacts of climate change (physical risks). In this post, we follow up on our previous post that studied the exposure of the Federal Reserve’s Second District to physical risks by considering how transition risks affect different parts of the District and how they differentially affect the District relative to the nation. We find that, relative to other ...
Liberty Street Economics , Paper 20231109

Report
Newer need not be better: evaluating the Penn World Tables and the World Development Indicators using nighttime lights

Nighttime lights data are a measure of economic activity whose measurement error is plausibly independent of the errors of most conventional indicators. Therefore, we can use nighttime lights as an independent benchmark to assess existing measures of economic activity (Pinkovskiy and Sala-i-Martin 2016). We employ this insight to find out which vintages of the Penn World Tables (PWT) and of the World Development Indicators (WDI) better estimate true income per capita. We find that revisions of the PWT do not necessarily dominate their predecessors in terms of explaining nighttime lights (and ...
Staff Reports , Paper 778

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
Health spending slowed down in spite of the crisis

We exploit plausibly exogenous regulatory changes in the mortgage lending market to estimate causal effects of the financial boom and bust on personal income in the health sector. We find that counties that were exogenously more exposed to the crisis because of the regulatory reforms experienced a greater rise in the size of the health sector over the course of the boom and the bust relative to control counties, with the differential persisting through the recovery. We provide suggestive evidence that increased mortality during the bust and greater capital investment during the boom ...
Staff Reports , Paper 781

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

Report
The Affordable Care Act and the labor market: a first look

I consider changes in labor markets across U.S. states and counties around the enactment of the Affordable Care Act in 2010 and its implementation in 2014. I find that counties with large fractions of uninsured (and therefore a large exposure to the ACA) before the enactment or the implementation of the ACA experienced more rapid employment and salary growth than did counties with smaller fractions of people uninsured, both after the implementation of the ACA and after its enactment. I also find that the growth of the fraction of employees in states with larger uninsurance rates was not ...
Staff Reports , Paper 746

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
Nonconforming Preferences: Jumbo Mortgage Lending and Large Bank Stress Tests

The 2010s saw a profound shift towards jumbo mortgage lending by large banks that are regulated under the Dodd-Frank Act. Using data from the Home Mortgage Disclosure Act, we show that the “jumbo shift” is correlated with being subject to the Comprehensive Capital Analysis and Review (CCAR) stress tests, and that financial regulation caused CCAR-regulated banks to change preference for nonconforming relative to conforming loans of similar size. We discuss potential mechanisms through which regulation could have affected bank incentives.
Staff Reports , Paper 1029

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