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Author:Hiti, Martin 

Discussion Paper
Small Business Recovery after Natural Disasters

The first post of this series found that small businesses owned by people of color are particularly vulnerable to natural disasters. In this post, we focus on the aftermath of disasters, and examine disparities in the ability of firms to reopen their businesses and access disaster relief. Our results indicate that Black-owned firms are more likely to remain closed for longer periods and face greater difficulties in obtaining the immediate relief needed to cope with a natural disaster.
Liberty Street Economics , Paper 20220906b

Discussion Paper
How Do Natural Disasters Affect U.S. Small Business Owners?

Recent research has linked climate change and socioeconomic inequality (see here, here, and here). But what are the effects of climate change on small businesses, particularly those owned by people of color, which tend to be more resource-constrained and less resilient? In a series of two posts, we use the Federal Reserve’s Small Business Credit Survey (SBCS) to document small businesses’ experiences with natural disasters and how these experiences differ based on the race and ethnicity of business owners. This first post shows that small firms owned by people of color sustain losses from ...
Liberty Street Economics , Paper 20220906a

Discussion Paper
Are Nonbank Financial Institutions Systemic?

Recent events have heightened awareness of systemic risk stemming from nonbank financial sectors. For example, during the COVID-19 pandemic, liquidity demand from nonbank financial entities caused a “dash for cash” in financial markets that required government support. In this post, we provide a quantitative assessment of systemic risk in the nonbank sectors. Even though these sectors have heterogeneous business models, ranging from insurance to trading and asset management, we find that their systemic risk has common variation, and this commonality has increased over time. Moreover, ...
Liberty Street Economics , Paper 20241001

Discussion Paper
New Dataset Maps Losses from Natural Disasters to the County Level

The Federal Reserve’s mission and regional structure ask that it always work to better understand local and regional economic activity. This requires gauging the economic impact of localized events, including natural disasters. Despite the economic significance of natural disasters—flowing often from their human toll—there are currently no publicly available data on the damages they cause in the United States at the county level.
Liberty Street Economics , Paper 20250701

Report
Investor Attention to Bank Risk During the Spring 2023 Bank Run

We examine how investors’ perceptions of bank balance sheet risk evolved before and during the bank run in March-April 2023. To do so, we estimate the covariance (“beta”) of bank excess stock returns with returns on factors constructed from long-short portfolios sorted on shares of uninsured deposits and unrealized losses on securities. We find that investor perception of bank risk shifted, as the factor betas are insignificant before the bank run but become positive and significant during the run. In the crosssection, increases in the betas occurred for a limited set of banks and ...
Staff Reports , Paper 1095

Report
Losses from Natural Disasters: County-Level Data on Damages, Injuries, and Fatalities

We introduce the first comprehensive publicly available dataset on county-level damages, injuries, and fatalities from natural disasters in the U.S. and present a few facts on the economic and human costs of extreme climate events. Our source is the National Oceanic and Atmospheric Administration’s Storm Events Database, which reports losses for geographic areas largely defined based on meteorological science. We map these areas to counties using geographic tools together with the spatial distribution of population, housing stock, and economic activity. Our estimates are particularly ...
Staff Reports , Paper 1156

Discussion Paper
Reading the Panic: How Investors Perceived Bank Risk During the 2023 Bank Run

The bank run that started in March 2023 in the U.S. occurred at an unusually rapid pace, suggesting that depositors were surprised by these events. Given that public data revealed bank vulnerabilities as early as 2022:Q1, were other market participants also surprised? In this post, based on a recent paper, we develop a new, high-frequency measure of bank balance sheet risk to examine how stock market investors’ risk sensitivity evolved around the run. We find that stock market investors only became attentive to bank risk after the run and only to the risk of a limited number (less than ...
Liberty Street Economics , Paper 20250930a

Discussion Paper
Calming the Panic: Investor Risk Perceptions and the Fed’s Emergency Lending during the 2023 Bank Run

In a companion post, we showed that during the bank run of spring 2023 investors were seemingly not concerned about bank risk broadly but rather became sensitized to the risk of only about a third of all publicly traded banks. In this post, we investigate how the Federal Reserve’s liquidity support affected investor risk perceptions during the run. We find that the announcement of the Fed’s novel Bank Term Funding Program (BTFP), and subsequent borrowings from the program, substantially reduced investor risk perceptions. However, borrowings from the Fed’s traditional discount window ...
Liberty Street Economics , Paper 20250930b

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