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Author:Shapiro, Adam Hale 

Journal Article
Pandemic-Era Liquid Wealth Is Running Dry

Households accumulated more liquid assets beginning in 2020 than would have been expected without the pandemic. These “extra” liquid assets have dissipated, but their evolution has differed significantly by income group. While middle- and lower-income households hold substantially less liquid wealth than implied by pre-pandemic projections, the level for higher-income households remains close to its pre-pandemic path. Over the same period, credit card delinquency rates initially dropped and, more recently, have steadily risen as pandemic-era liquid wealth was depleted, especially for ...
FRBSF Economic Letter , Volume 2024 , Issue 21 , Pages 6

Journal Article
News Sentiment in the Time of COVID-19

The COVID-19 pandemic is causing severe disruptions to daily life and economic activity. Reliable assessments of the economic fallout in this rapidly evolving situation require timely data. Existing sentiment indexes are useful indicators of current and future spending but are only available with a lag or have a short history. A new Daily News Sentiment Index provides a way to measure sentiment in real time from 1980 to today. Compared with survey-based measures of consumer sentiment, this index shows an earlier and more pronounced drop in sentiment in recent weeks.
FRBSF Economic Letter , Volume 2020 , Issue 08 , Pages 05

Working Paper
Inflation Since the Pandemic: Lessons and Challenges

This paper reviews the drivers of the post-pandemic U.S. inflation surge and subsequent decline, including the behavior and role of inflation expectations. The sharp rise in inflation reflected severe imbalances between supply and demand stemming from the shocks of the pandemic and the policy response. Measures of short-term inflation expectations increased alongside realized inflation, especially those of households and firms, which may have contributed to inflation’s persistence through price- and wage-setting behavior. However, measures of longer-term inflation expectations remained ...
Working Paper Series , Paper 2025-16

Working Paper
The effects of competition on price dispersion in the airline industry: a panel analysis

This paper analyzes the effects of market structure on price dispersion in the airline industry, using panel data from 1993 through 2006. The results found in this paper contrast with those of Borenstein and Rose (1994), who found that price dispersion increases with competition. We find that competition has a negative effect on price dispersion, in line with the textbook treatment of price discrimination. Specifically, the effects of competition on price dispersion are most significant on routes that we identify as having consumers characterized by relatively heterogeneous elasticities of ...
Working Papers , Paper 07-7

Working Paper
Monetary Tightening and Financial Stress during Supply- versus Demand-Driven Inflation

The paper explores the state-dependent effects of a monetary policy tightening on financial stress, focusing on a novel dimension: whether inflation is driven by supply factors versus demand factors at the time of the policy intervention. We use local projections to estimate the effect of high frequency identified monetary policy surprises on a variety of financial stress measures, differentiating the effects based on whether inflation is supply-driven or demand-driven. We find that financial stress flares up after a monetary tightening when inflation is supply-driven whereas it remains ...
Working Paper Series , Paper 2023-38

Working Paper
Subprime outcomes: risky mortgages, homeownership experiences, and foreclosures

This paper provides the first rigorous assessment of the homeownership experiences of subprime borrowers. We consider homeowners who used subprime mortgages to buy their homes, and estimate how often these borrowers end up in foreclosure. In order to evaluate these issues, we analyze homeownership experiences in Massachusetts over the 1989?2007 period using a competing risks, proportional hazard framework. We present two main findings. First, homeownerships that begin with a subprime purchase mortgage end up in foreclosure almost 20 percent of the time, or more than 6 times as often as ...
Working Papers , Paper 07-15

Working Paper
Decomposing Supply and Demand Driven Inflation

The extent to which either supply or demand factors drive inflation has important implications for economic policy. I propose a framework to decompose inflation into supply- and demand-driven components. I generate two new data series, the supply and demand-driven contributions to personal consumption expenditures (PCE) inflation, which quantify the degree to which either demand or supply is driving inflation in a current month. The series show expected time-series patterns. The demand-driven contribution tends to decline during recessions, while the supply-driven contribution tends to follow ...
Working Paper Series , Paper 2022-18

Working Paper
The Costs of Payment Uncertainty in Healthcare Markets

What does it cost healthcare providers to collect payment in the complex U.S. health insurance system? We study this question using rich data on repeated interactions between a large sample of physicians and many different payers, and investigate the consequences when these costs are high. Payment uncertainty is high and variable, with 19% of Medicaid visits not reimbursed after the first claim submission. In such cases, physicians either forgo substantial revenue or incur costs to collect payment. Using physician movers and practices that span state boundaries, we find that providers respond ...
Working Paper Series , Paper 2020-13

Journal Article
Can the News Drive Inflation Expectations?

How households expect inflation to evolve plays an important role in explaining overall inflation dynamics. Household expectations rose dramatically over the past year or so, much faster than professional forecasters’ inflation expectations. News coverage can explain part of this growing gap. Analyzing the volume and sentiment of daily news articles on inflation suggests that one-fourth of the increased gap between household and professional expectations can be attributed to heightened negative media coverage. These results highlight the important impact of the content and tone of economic ...
FRBSF Economic Letter , Volume 2022 , Issue 31 , Pages 6

Working Paper
News Selection and Household Inflation Expectations

We examine how the media’s systematic selection of reporting topics influences household responses to inflation news. In a model where households learn about inflation from news coverage, households account for news selection when forming their expectations. Because media are more likely to report on inflation when it is high, the model implies an asymmetric response to news: high-inflation news changes expectations more than low-inflation news. We test this implication using household panel data, and find that exposure to higher-prices news increases inflation expectations by 0.4 ...
Working Paper Series , Paper 2024-31

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