Research

1. Measuring Welfare Losses From Adverse Selection and Imperfect Competition in Privatized Medicare

Abstract: This paper measures welfare losses caused by adverse selection and imperfect competition in Privatized Medicare. I model insurers' premium and coverage choices in an environment where consumers with heterogeneous preferences may impose different costs on their insurers. Using insurers' behavior and variation in market structure, I identify a causal link between consumers' types and insurers' costs and infer whether preferences, which determine insurance demand, contain information about expected health. The results suggest adverse selection is present. Simulated equilibria without adverse selection imply the resulting welfare losses are substantial, 8.1% of total costs, but smaller than those caused by imperfect competition.


2. Estimating Demand for (and Willingness to Review) Restaurants from Yelp.com Data (with Mike Luca)

Abstract: This project develops a strategy to use commonly available online review data to estimate consumer demand and consumers' willingness to submit online reviews in differentiated product markets. We model consumers' product choices and their decisions whether to submit reviews. We then estimate the model using information on the number of reviews and nature of reviews (# of stars) received by each product. Preliminary evidence suggests consumers in Boston are nearly six times as likely to submit a restaurant review on Yelp.com if their realized utility warrants a one star review, rather than a five star review. This selection leads to substantial clustering of average reviews.


3. Misaligned Physician & Patient Preferences over Prescription Drugs (with Wes Yin)


4. Peer Effects and Welfare Participation

Abstract: This paper uncovers new evidence of peer effects in welfare participation. I collect data on welfare participation decisions among related single mothers who reside in different states. To identify peer effects, I regress the welfare decision of a single mother living in state X on the decision of her relative living in state Y. I use welfare eligibility policies in state Y as instruments in this regression. This strategy is motivated by the observation that welfare participation is strongly correlated with welfare policies at the state level, and these policies vary extensively across states and time. I find peer effects that are weaker between cousins than between sisters, and are weaker in large families. Peer effects operate most strongly on single mothers with a high school degree, but no college education. This suggests peer effects are most important for single mothers on the margin between welfare participation and employment.


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