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Credit Access and Mobility during the Flint Water Crisis
Gorton, Nicole; Pinkovskiy, Maxim L. (2021-02-01)
How do credit-constrained communities cope with the financial consequences of environmental crises? Beginning in April 2014, the residents of Flint, Michigan, were exposed to lead-contaminated water resulting from a series of governmental missteps. In this paper, we use the spatial distribution of lead and galvanized pipes in Flint to study the effect of the crisis on households’ financial health, including loan balances, repayment of outstanding debt, and Equifax Risk Scores, as well as on household mobility. We find that relatively more affected households, as measured by exposure to lead ...
Staff Reports , Paper 960

Discussion Paper
Racial and Income Gaps in Consumer Spending following COVID-19
Avtar, Ruchi; Chakrabarti, Rajashri; Pinkovskiy, Maxim L.; Topa, Giorgio (2021-05-13)
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
Estimating dynamic panel models: backing out the Nickell Bias
Pinkovskiy, Maxim L.; Hausman, Jerry A. (2017-10-01)
We propose a novel estimator for the dynamic panel model, which solves the failure of strict exogeneity by calculating the bias in the first-order conditions as a function of the autoregressive parameter and solving the resulting equation. We show that this estimator performs well as compared with approaches in current use. We also propose a general method for including predetermined variables in fixed-effects panel regressions that appears to perform well.
Staff Reports , Paper 824

Discussion Paper
Young, Less Educated Faced Higher Inflation in 2021—But Gaps Now Closed
Chakrabarti, Rajashri; Garcia, Dan; Pinkovskiy, Maxim L. (2023-01-18)
We continue our series on inflation disparities by looking at disparities in inflation rates by educational attainment and age for the period June 2019 to the present. Remarkably, we find that disparities by age and education are considerably larger than those by income and are similar in size to those by race and ethnicity, both explored in our previous post. Specifically, during the inflationary period of 2021-22, younger people and people without a college degree faced the highest inflation, with steadily widening gaps relative to the overall average between early 2021 and June 2022, ...
Liberty Street Economics , Paper 20230118b

Discussion Paper
The ‘Banking Desert’ Mirage
Pinkovskiy, Maxim L.; Perlman, Davy; Morgan, Donald P. (2018-01-10)
Unbanked households are often imagined to live in urban neighborhoods devoid of banks, but is that really the case? Our map of U.S. banking deserts reveals that most are not in urban areas, where financial exclusion may be endemic, but in actual deserts?largely in the sparsely populated, rural West. Across states, we find that the share of the population in a banking desert is unrelated to the share that is unbanked. If distance from a bank is not what causes financial exclusion, then motivating banks to locate closer to the unbanked may not promote financial inclusion.
Liberty Street Economics , Paper 20180110

Discussion Paper
Do Veterans Face Disparities in the Labor Market—And What Accounts for Them?
Pinkovskiy, Maxim L.; Garcia, Dan; Chakrabarti, Rajashri (2023-05-25)
We continue our series on military service and consider veterans’ earnings and labor market outcomes. We find that veterans earn more than 12 percent less and are 4 percentage points (18 percent) more likely to be out of the labor force than comparable nonveterans. Interestingly, accounting for veterans’ differences from comparable nonveterans in terms of education and disability status largely explains these labor market differences.
Liberty Street Economics , Paper 20230525b

Report
The Affordable Care Act and the COVID-19 Pandemic: A Regression Discontinuity Analysis
Pinkovskiy, Maxim L.; Chakrabarti, Rajashri; Nober, William; Meyerson, Lindsay; Avtar, Ruchi (2020-11-01)
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
Health spending slowed down in spite of the crisis
DiMaggio, Marco; Kermani, Amir; Haughwout, Andrew F.; Mazewski, Matthew; Pinkovskiy, Maxim L. (2016-06-01)
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

Discussion Paper
Why New York City Subway Delays Don't Affect All Riders Equally
Pinkovskiy, Maxim L.; Gorton, Nicole (2018-06-27)
The state of the New York City subway system has worsened considerably over the past few years. As a consequence of rising ridership and decaying infrastructure, the network is plagued by delays and frequently fails to deliver New Yorkers to their destinations on time. While these delays are a headache for anyone who depends on the subway to get around, they do not affect all riders in the same way. In this post, we explain why subway delays disproportionately affect low-income New Yorkers. We show that wealthier commuters who rely on the subway are less likely to experience extensive issues ...
Liberty Street Economics , Paper 20180627

Discussion Paper
Recent Disparities in Earnings and Employment
Chakrabarti, Rajashri; Chatterji-Len, Kasey; Garcia, Dan; Pinkovskiy, Maxim L. (2023-12-01)
The New York Fed recently released its latest set of Equitable Growth Indicators (EGIs). Updated quarterly, the EGIs continue to report demographic and geographic differences in inflation, earnings (real and nominal), employment, and consumer spending (real and nominal) at the national level. This release also launches a set of national wealth EGIs (which will be examined more closely on Liberty Street Economics early next year). Going forward, EGI releases will also include a set of regional EGIs, which will present disparities in inflation, earnings (real and nominal), employment, and ...
Liberty Street Economics , Paper 20231201

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