Major natural disasters such as Hurricanes Katrina and Sandy cause numerous fatalities, and destroy property and infrastructure. In any year, the U.S experiences dozens of smaller natural disasters as well. We construct a 90 year panel data set that includes the universe of natural disasters in...

Access to electricity is a crucial determinant of quality of life and productivity. The United States has a highly reliable electricity grid but it faces new resilience challenges posed by more intense natural disasters and rising state level green power requirements. Using a U.S electric...

More than 100 natural disasters strike the United States every year, causing extensive fatalities and damages. We construct the universe of US federally designated natural disasters from 1920 to 2010. We find that severe disasters increase out-migration rates at the county level by 1.5...

Macro shocks produce high dispersion in firm-level equity returns, sales growth, and other outcomes. We show that this dispersion reflects observable differences in business characteristics. To do so, we combine firm-level returns on stock market ``jump" days with text about business risks in...

We estimate transitory and permanent import tariff shocks in the United States over the postwar period. We find that transitory tariff increases are neither inflationary nor contractionary, and are not associated with monetary tightening. In contrast, permanent tariff increases trigger a...

We present new facts about the largest American companies over the past century. In manufacturing, top firms in the 1910s, 1950s, and 2010s predominantly date back to around 1900. Even as this special generation persists, turnover among top firms has been substantial. In contrast, in retail and...

The slow adoption of climate change policies stems from concerns about their economic impact. The EU has led global carbon pricing through its Emissions Trading Scheme (ETS). This study examines the effect of ETS policy shocks on global stock market returns at the country-industry level using...