Young, Less Educated Faced Higher Inflation in 2021—But Gaps Now Closed
Rajashri Chakrabarti, Dan Garcia, and Maxim Pinkovskiy

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, followed by a rapid narrowing of the gaps and a reversal of some of them by December 2022. This pattern arises primarily from a greater share of the expenditures of younger people and people without a college degree being devoted to transportation—particularly used cars and motor fuel—which led the 2021 inflationary episode but has since converged to general inflation.
Inflation Disparities by Race and Income Narrow
Rajashri Chakrabarti, Dan Garcia, and Maxim Pinkovskiy

As inflation has risen to forty-year highs, inflation inequality—disparities in the rates of inflation experienced by different demographic and economic groups– has become an increasingly important concern. In this three-part blog series, we revisit our main finding from June—that inflation inequality has increased across racial and ethnic groups—and provide estimates of differential inflation rates across groups based on income, education, age, and geographic location. We also use an updated methodology for computing inflation disparities by focusing on more disaggregated categories of spending, which corroborates our earlier findings and substantiates our conclusion that inflation inequality is a pronounced feature of the current inflationary episode.
How Have Racial and Ethnic Earnings Gaps Changed after COVID-19?
Rajashri Chakrabarti, Kasey Chatterji-Len, Daniel Garcia, and Maxim Pinkovskiy

Racial and ethnic earnings disparities have been salient features of the U.S. economy for decades. Between the pandemic-driven recession in 2020 and the rising inflation since 2021, workers’ real and nominal earnings have seen rapid change. To get a sense of how recent economic conditions have affected earnings disparities, we examine real and nominal weekly earnings trends for Asian, Black, Hispanic, and white workers. We find that average real weekly earnings have been declining in the past year, but less so for Black and Hispanic workers than for white and Asian workers. Black and Hispanic workers have also experienced small increases in real earnings since the pre-pandemic period.
Climate Change: Implications for Macroeconomics
Rajashri Chakrabarti, Marco Del Negro, Julian di Giovanni, and Laura Pilossoph

What are the implications of climate change, and climate change–related policies, for macroeconomics in general and monetary policy in particular? This is the key question debated at a recent symposium on “Climate Change: Implications for Macroeconomics” organized by the Applied Macroeconomics and Econometrics Center (AMEC) of the New York Fed on May 13. This post briefly summarizes the content of the discussion and provides links to recordings of the various sessions and the participants’ slides.
Was the 2021-22 Rise in Inflation Equitable?
Ruchi Avtar, Rajashri Chakrabarti, and Maxim Pinkovskiy

In our previous post, we discussed how the labor market recovery—the “maximum employment” half of the Federal Reserve System’s dual mandate—featured not only a return of overall employment rates to pre-pandemic levels, but also a narrowing of racial and ethnic gaps in employment rates. In this post, we take up the second half of the dual mandate—price stability—and discuss heterogeneity in inflation rates faced by different demographic groups during the rise in inflation in
2021-22. We find that, in contrast to inequalities in employment rates, disparities in inflation rates have widened during the recent inflationary episode, with Black and Hispanic Americans experiencing more inflation.
How Equitable Has the COVID Labor Market Recovery Been?
Ruchi Avtar, Rajashri Chakrabarti, and Maxim Pinkovskiy

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 in 2019. In the second post of this series, we will focus on heterogeneity in inflation rates, the second part of our dual mandate.
Who Received Forbearance Relief?
Rajashri Chakrabarti, Jessica Lu, Joelle Scally, and Wilbert van der Klaauw

Forbearance on debt repayment was a key provision of the CARES Act, legislation intended to combat the widespread economic losses stemming from the COVID-19 pandemic. This pause on required payments for federally guaranteed mortgages and student loans has provided temporary relief to those affected by the COVID-19 pandemic, and servicers of nonfederal loans often provided forbearances or other relief on request as well. Here, using a special survey section fielded with the August 2020 Survey of Consumer Expectations, we aim to understand who benefitted from these provisions. Specifically, were there differences by age, race, income, and educational background? Did individuals who suffered job or income losses benefit differentially? Did renters receive more or less nonhousing debt relief than homeowners? Answers to these questions are not only key for understanding the economic recovery and implications for inequality and equitable growth, they can provide important insight into the expected effects of more recent and potential future legislation.
Banking the Unbanked: The Past and Future of the Free Checking Account
Stein Berre, Kristian Blickle, and Rajashri Chakrabarti

About one in twenty American households are unbanked (meaning they do not have a demand deposit or checking account) and many more are underbanked (meaning they do not have the range of bank-provided financial services they need). Unbanked and underbanked households are more likely to be lower-income households and households of color. Inadequate access to financial services pushes the unbanked to use high-cost alternatives for their transactional needs and can also hinder access to credit when households need it. That, in turn, can have adverse effects on the financial health, educational opportunities, and welfare of unbanked households, thereby aggravating economic inequality. Why is access to financial services so uneven? The roots to part of this problem are historical, and in this post we will look back four decades to changes in regulation, shifts in the ownership structure of retail financial services, and the decline of free/low-cost checking accounts in the United States to search out a few of the contributory factors.
COVID-19 and Small Businesses: Uneven Patterns by Race and Income
Ruchi Avtar, Rajashri Chakrabarti, Davide Melcangi, Maxim Pinkovskiy, and Giorgio Topa

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.
Racial and Income Gaps in Consumer Spending following COVID-19
Ruchi Avtar, Rajashri Chakrabarti, Maxim Pinkovskiy, and Giorgio Topa

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.