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Updated: Feb 16, 2026

An R-Based Landscape Validation of a Competing Risk Model
Published on: September 16, 2022
Imperfect risk adjustment, risk preferences, and sorting in competitive health insurance markets
1Harvard Medical School, United States.
Abstract:
I develop a model of insurer price-setting and consumer welfare under risk-adjustment, a policy commonly used to combat inefficient sorting due to adverse selection in health insurance markets. I use the model to illustrate graphically that risk-adjustment causes health plan prices to be based on costs not predicted by the risk-adjustment model ("residual costs") rather than total costs, either weakening or exacerbating selection problems depending on the correlation between demand and costs predicted by the risk-adjustment model. I then use a structural model to estimate the welfare consequences of risk-adjustment, finding a welfare gain of over $600 per person-year.
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