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Flattening the curve: Pandemic-Induced revaluation of urban real estate

Journal of Financial Economics 2022 146(2), 594-636
We show that the COVID-19 pandemic brought house price and rent declines in city centers, and price and rent increases away from the center, thereby flattening the bid-rent curve in most U.S. metropolitan areas. Across MSAs, the flattening of the bid-rent curve is larger when working from home is more prevalent, housing markets are more regulated, and supply is less elastic. Housing markets predict an urban revival with urban rent growth exceeding suburban rent growth for the foreseeable future, as working from home recedes.

Is the United States a Lucky Survivor? A Hierarchical Bayesian Approach

Journal of Finance 2025 80(4), 2355-2388
Using international data, we quantify the magnitude of survivorship bias in U.S. equity market performance, finding that it explains about one‐third of the equity risk premium in the past century. We model the subjective crash belief of an investor who infers the crash risk in the United States by cross‐learning from other countries. The U.S. crash probability shows a persistent and widening divergence from the implied global average. We attribute the upward bias in the measured equity premium to crashes that did not occur in‐sample and to shocks to valuations resulting from learning about the probability.