Disruptive Effects of Natural Disasters: The 1906 San Francisco Fire (Job Market Paper)
Natural disasters are growing in frequency globally. Understanding how vulnerable populations
respond to these disasters is essential for an effective policy response. This paper explores the
short- and long-run consequences of the 1906 San Francisco Fire, one of the largest fires in
American history. It destroyed nearly half of the residential buildings in the city. Historical
records suggest that exogenous factors such as wind and the availability of water determined
where the fire stopped. Residents of the affected areas had to evacuate, but the city was rebuilt
within a few years. Using linked Census records, I follow residents of San Francisco and their
children from 1900 up to 1940. Destroyed and unaffected areas may have been different on
average, so to control for confounding factors, I implement spatial regression discontinuity design
across the boundary of the razed district. I find that the fire increased the short-run migration rate
of affected residents by 6.3 percentage points. Victims switched to lower paying occupations and
were less likely to be self-employed in 1910 and the following decades. Experiencing the disaster
disrupted children's school attendance and led to an average loss of six months of education. As a
consequence, there is more downward and less upward intergenerational mobility among affected
children. Overall, my findings reject a reversal of fortune for the survivors of the disaster.
Childhood Migration and Education: Evidence from Indonesia
Millions of families migrate every year in search of better opportunities. Whether these
opportunities materialize for the children brought with them depends on the quality of the
destination that their parents selected. Using Indonesian Census data, I find that average
differences in educational outcomes are small between children who moved domestically and
those who did not. However, conditional on having migrated, destination turns out to be very
important. Exploiting variation in the age of migration, I show that children who spend more time
growing up in better districts have higher graduation rates and more years of completed
schooling. These effects are persistent and carry over to better labor market outcomes. Overall,
my findings suggest substantial heterogeneity of returns to childhood migration with respect to
destination.
The Gender Wage Gap Revisited: Evidence from Worker Deaths (with Hannah Illing)
Previous literature has established that women earn less than men, a pattern that is strikingly
stable across countries, yet declining over time. One challenge when studying the gender wage
gap is that men and women differ in (un)observable characteristics, and that women may sort into
different jobs than men. In this paper we investigate how substitutable women and men are if they
work in the exact same job position. We first identify unexpected worker deaths in German social
security data in 1980-2019. We then compute the wage gap between the deceased worker and
their successor for different gender combinations. We find that holding the job position constant,
men who replace deceased women earn substantially higher wages. The opposite is true when
women follow deceased men. The implied "replacement gender wage gap" for full-time workers
in the 1980 to 2019 period is about 14 percent. In addition, we find that the gap has decreased
since 1980. It is higher in West Germany compared to East Germany.