22 posts on "Maxim Pinkovskiy"
May 27, 2021
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 households. Here, we turn to small business experience. The first post in this three-part installment seeks to understand if there was variance in small business activity across counties that differed by income and race. In two companion posts, we investigate the experience of small businesses in terms of credit access, looking at characteristics of who received and who benefited from the Paycheck Protection Program (PPP). The analysis finds inequalities in PPP credit access as well as differences in the loan and recipient county characteristics for those who received loans through financial technology (fintech) providers versus other lenders.
Posted at 10:45 am | Permalink
May 13, 2021
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 sizeable as the pandemic struck but became considerably more muted after summer of 2020. The decline and the recovery until the end of summer were sharper for majority-minority (MM) than majority nonminority (MNM) counties, while both sets of counties showed similar growth in spending after that. The second post in this series highlights the goods and services that were most adversely affected (or “constrained”) by the pandemic. Then, differentiating households by income, that post explores which households were more exposed to these pandemic-constrained expenditure categories.
January 12, 2021
Understanding the Racial and Income Gap in COVID‑19: Social Distancing, Pollution, and Demographics
Chakrabarti, Pinkovskiy, and coauthors investigate the extent to which age, pollution, and social distancing factor in to the income and racial gaps in COVID-19 incidence.
October 23, 2020
How Has China’s Economy Performed under the COVID‑19 Shock?
China’s official GDP growth figures so far for 2020 have been broadly in line with alternative indicators; that growth presently is staging a strong rebound and providing a boost to the global economy, but faces headwinds.
September 25, 2020
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 experiment—the adoption of the Affordable Care Act (ACA) Medicaid expansion by some states but not others—to tease out the causal effect of a type of health insurance on COVID-19 intensity.
September 21, 2020
How Did State Reopenings Affect Small Businesses?
In our previous post, we looked at the effects that the reopening of state economies across the United States has had on consumer spending. We found a significant effect of reopening, especially regarding spending in restaurants and bars as well as in the healthcare sector. In this companion post, we focus specifically on small businesses, using two different sources of high-frequency data, and we employ a methodology similar to that of our previous post to study the effects of reopening on small business activity along various dimensions. Our results indicate that, much like for consumer spending, reopenings had positive and significant effects in the short term on small business revenues, the number of active merchants, and the number of employees working in small businesses. It is important to stress that we are not expressing any views in this post on the normative question of whether, when, or how states should loosen or tighten restrictions aimed at controlling the COVID-19 pandemic.
Posted at 7:00 am in Crisis, Employment, Household Finance, Labor Market, Macroeconomics, Pandemic, Unemployment | Permalink
September 18, 2020
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 over the last few weeks, 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 how closures and reopenings affect consumer spending. In this post, we investigate how much consumer spending increased after the reopenings. It is important to stress that we are not expressing any views on the normative question of whether, when, or how states should loosen or tighten restrictions aimed at controlling the COVID-19 pandemic.
July 8, 2020
Medicare and Financial Health across the United States
Consumer financial strain varies enormously across the United States. One pernicious source of financial strain is debt in collections—debt that is more than 120 days past due and that has been sold to a collections agency. In Massachusetts, the average person has less than $100 in collections debt, while in Texas, the average person has more than $300. In this post, we discuss our recent staff report that exploits the fact that virtually all Americans are universally covered by Medicare at 65 to show that health insurance not only improves financial health on average, but also is a major explanation for the heterogeneity in financial strain across the country. We find that Medicare affects different parts of the United States differently and plays a particularly important role in improving financial health in the least advantaged areas.
July 7, 2020
Introduction to Heterogeneity Series III: Credit Market Outcomes
Following up series on heterogeneity and inequality broadly and in labor market outcomes specifically, we turn our focus to further documenting heterogeneity in credit market outcomes, looking at disparities in home ownership rates, varying exposure to evictions, differing gains from tuition support and Medicare programs, and more.
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