Moral Hazard Matters: Measuring Relative Rates of Underinsurance Using Threshold Measures
This paper illustrates the impact of moral hazard for estimating relative rates of underinsurance and to present an adjustment method to correct for this source of bias. Individuals or households are often classified as underinsured if out-of-pocket spending on medical care relative to income exceeds some threshold. We show that, without adjustment, this common threshold measure of underinsurance will underestimate the number with low levels of insurance coverage due to moral hazard. We propose an adjustment method and apply it to the specific case of estimating the difference in rates of underinsurance among small- versus large-firm workers with full-year, employer-sponsored insurance. Using data from the 2005 Medical Expenditure Panel Survey, we find that after applying the adjustment, the underinsurance rate of small-firm households increases by approximately 20% with the adjustment for moral hazard and the difference in underinsurance rates between large firm and small firm households widens substantially. Adjusting for moral hazard makes a sizeable difference in the estimated prevalence of underinsurance using a threshold measure.
|Date of creation:||Oct 2009|
|Date of revision:|
|Publication status:||published as Abraham, Jean Marie, Thomas DeLeire, and Anne Bees on Royalty . (2010). “Moral Hazard Matters: Measuring Relative Rates of Underinsurance Using Threshold Measures” Health Services Research 45(3): 806 - 824.|
|Contact details of provider:|| Postal: |
Web page: http://www.nber.org
More information through EDIRC
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Joseph P. Newhouse & Charles E. Phelps, 1976. "New Estimates of Price and Income Elasticities of Medical Care Services," NBER Chapters, in: The Role of Health Insurance in the Health Services Sector, pages 261-320 National Bureau of Economic Research, Inc.
- Cutler, David M. & Zeckhauser, Richard J., 2000.
"The anatomy of health insurance,"
Handbook of Health Economics,
in: A. J. Culyer & J. P. Newhouse (ed.), Handbook of Health Economics, edition 1, volume 1, chapter 11, pages 563-643
- José Mata & José A. F. Machado, 2005. "Counterfactual decomposition of changes in wage distributions using quantile regression," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(4), pages 445-465.
When requesting a correction, please mention this item's handle: RePEc:nbr:nberwo:15410. See general information about how to correct material in RePEc.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: ()
If references are entirely missing, you can add them using this form.