Journal of Business and Economic Statistics · 2006 · 30 citations · 33 references
BusinessHealth PolicyInsuranceHealth EconomicsHealth InsuranceInsurance EconomicsAdverse SelectionBehavioral Health EconomicsConsumer ChoiceHealth Insurance EconomicsHealth Insurance MarketsInsurance CoverageHealth Insurance Effects On UtilizationHealth Insurance SelectionMarkov Chain Monte Carlo InferenceMoral Hazard AnalysisPrivate Insurance CoveragePrivate Insurance PlansSelf-selection In Insurance MarketsSelf-selection Mechanisms
Observed differences in medical utilization between the privately insured and uninsured reflect the combined effects of self-selection and insurance incentives (moral hazard). This article provides a Bayesian framework for decomposing the disparity into incentive and selection components. The effect of self-selection in private insurance on the number of doctor visits is estimated using a multiyear sample of the U.S. adult non-Medicare population obtained from the Medical Expenditure Panel Survey. We use a flexible econometric framework based on the “Roy model” and develop a Markov chain Monte Carlo algorithm. We estimate the distribution of treatment effects and find strong evidence indicating selection, which accounts, on average, for 50% or more of the observed disparity in doctor visits.
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SOME THOUGHTS ON THE DISTRIBUTION OF EARNINGS 1
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