COWLES FOUNDATION FOR RESEARCH IN ECONOMICS
AT YALE UNIVERSITY

Box 208281
New Haven, CT 06520-8281

Lux et veritas

COWLES FOUNDATION DISCUSSION PAPER NO. 1841

Health Reform, Health Insurance, and Selection:
Estimating Selection into Health Insurance
Using the Massachusetts Health Reform

Martin B. Hackmann, Jonathan T. Kolstad, and Amanda E. Kowalski

January 2012

We implement an empirical test for selection into health insurance using changes in coverage induced by the introduction of mandated health insurance in Massachusetts. Our test examines changes in the cost of the newly insured relative to those who were insured prior to the reform. We find that counties with larger increases in insurance coverage over the reform period face the smallest increase in average hospital costs for the insured population, consistent with adverse selection into insurance before the reform. Additional results, incorporating cross-state variation and data on health measures, provide further evidence for adverse selection.

Keywords: Adverse selection, Massachusetts, Health reform

JEL Classifications: H51, I13, I18