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Working Paper
Flood Risk Mapping and the Distributional Impacts of Climate Information
This paper examines the provision of official flood risk information in the United States and its distributional impacts on residential flood insurance take-up. Assembling new data on all flood maps produced after Hurricane Katrina, I first document that updated maps decreased the number of properties zoned in high-risk floodplains and incorrectly omitted five million properties that should have been rezoned inside these areas. Removals and omissions disproportionately occurred in neighborhoods with more Black and Hispanic residents. Leveraging the staggered timing of map updates, I estimate ...
Working Paper
Last Resort Insurance: Wildfires and the Regulation of a Crashing Market
An increasing number of people are denied home insurance coverage in the private market and must instead turn to state-sponsored plans known as “Insurers of Last Resort.” This paper examines how insurers of last resort interact with the private market under increasing disaster risks. We first present a simple model of an adversely selected insurance market, highlighting that the insurer of last resort allows strict price regulation to be compatible with full insurance. We then empirically study the California non-renewal moratoriums, a regulation that forced insurers to supply insurance ...
Working Paper
Social Security and High-Frequency Labor Supply: Evidence from Uber Drivers
We estimate the impact of anticipated transfers on labor supply using confidential driver-level data from Uber. Leveraging the staggered timing of Social Security retirement benefits within each month and a novel identification strategy, we find that the labor supply of older drivers declines by 2% on average in the week around benefit receipt—a precisely estimated but economically small effect. Individual-level analyses reveal that the average effect obscures heterogeneous micro-behavior: while the majority of drivers does not meaningfully adjust labor supply in response to social security ...