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Discussion Paper
Global Supply Chain Pressure Index: The China Factor
In a January 2022 post, we first presented the Global Supply Chain Pressure Index (GSCPI), a parsimonious global measure designed to capture supply chain disruptions using a range of indicators. In this post, we review GSCPI readings through December 2022, and then briefly discuss the drivers of recent moves in the index. While supply chain disruptions have significantly diminished over the course of 2022, the reversion of the index toward a normal historical range has paused over the past three months. Our analysis attributes the recent pause largely to the pandemic in China amid an easing ...
The Demographics of Urban Migrants Since the Pandemic
The postpandemic movement of people out of urban neighborhoods is speeding up changes in the age, credit risk, income, home ownership, and ethnic mix of these neighborhoods. Migration has been consistent with patterns in place before the pandemic, but at higher levels.
Working Paper
Motivating Banks to Lend? Credit Spillover Effects of the Main Street Lending Program
We study the effects of the Main Street Lending Program (MSLP)—an emergency lending program aimed at supporting the flow of credit to small and mid-sized firms during the COVID-19 crisis on bank lending to businesses. Using instrumental variables for identification and multiple loan-level and survey data sources, we document that the MSLP increased banks' willingness to lend more generally outside the program to both large and small firms. Following the introduction of the program, participating banks were more likely to renew maturing loans and to originate new loans, as well as less ...
Journal Article
The Federal Reserve's Liquidity Backstops to the Municipal Bond Market during the COVID-19 Pandemic
The COVID-19 pandemic has caused tremendous hardship all over the world. In response, the Federal Reserve has moved quickly and aggressively to support the economy in the United States. In this article, we present some initial evidence for the effectiveness of some of the facilities in calming the municipal bond market, particularly the short-term variable-rate demand obligation (VRDO) market. We discuss the important role of liquidity backstops in mitigating runs and stabilizing financial markets in general based on insights from our study on the runs on VRDO and auction-rate securities ...
Working Paper
A Unified Framework to Estimate Macroeconomic Stars
This paper develops a semi-structural model to jointly estimate “stars” — long-run levels of output (its growth rate), the unemployment rate, the real interest rate, productivity growth, price inflation, and wage inflation. It features links between survey expectations and stars, time-variation in macroeconomic relationships, and stochastic volatility. Survey data help discipline stars’ estimates and have been crucial in estimating a high-dimensional model since the pandemic. The model has desirable real-time properties, competitive forecasting performance, and superior fit to the ...
Urban and Regional Migration Estimates, Fourth Quarter 2023 Update
This Data Brief updates the figures that appeared in “Urban and Regional Migration Estimates: Will Your City Recover from the Pandemic?” with data for 2023:Q4 for all series. Migration estimates enable us to track which urban neighborhoods and metro areas are returning to their old migration patterns and where the pandemic has permanently shifted migration trends.
Report
Measuring the Natural Rate of Interest after COVID-19
We modify the Laubach-Williams and Holston-Laubach-Williams models of the natural rate of interest to account for time-varying volatility and a persistent COVID supply shock during the pandemic. Resulting estimates of the natural rate of interest in the United States, Canada, and the Euro Area at the end of 2022 are close to their respective levels estimated directly before the pandemic; that is, we do not find evidence that the era of historically low estimated natural rates of interest has ended. In contrast, estimates of the natural rate of output have declined relative to those projected ...
Working Paper
The Macroeconomic Effects of Excess Savings
We study the consequences of shocks to the household wealth distribution in dynamic general equilibrium by characterizing the rate at which excess wealth is depleted. Analytical results link the aggregate decumulation rate to the distribution of the additional balances, micro intertemporal marginal propensities to consume, and general equilibrium feedback. A quantitative heterogeneous agent New Keynesian model matches the depletion path of the excess savings built up during the COVID-19 pandemic across the income distribution. The model predicts a substantial but steadily waning boost to ...
Report
Financial Education and Household Financial Decisions During the Pandemic
We examine the impact of financial education on credit decisions during COVID-19. The pandemic presented economic challenges, but policy responses provided opportunities for savvy borrowers. Using variation in state-mandated financial education during high school, we find that mandated borrowers reduced their credit card balances by larger amounts after stimulus checks were distributed and were more likely to buy homes and to refinance mortgages at low rates during the pandemic. The larger credit card balance reduction was driven by middle-income areas and subprime borrowers, while prime ...
Journal Article
Revenge Spending in the Wake of the Pandemic
Nebraskans are spending more on experiences after the pandemic, according to recent research from the Kansas City Fed.