A Quasi-experimental Comparison of Econometric Models for Health Care Expenditures
AbstractIndividual health care expenditures have complex non-normal distributions with severe positive skewness and leptokurtosis. These features present severe challenges to reliable modeling of expenditures for prediction purposes. We compare a variety of methods using quasi-experimental techniques. Our quasi-experiments combine the distributional realism of actual data on health care expenditures with the reliability of Monte Carlo experimental results. We find that models based on Gamma densities predict substantially better than models based on linear regression with and without transformation of the dependent variable. Models based on finite mixtures of Gamma densities show further improvement in predictive properties.
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Bibliographic InfoPaper provided by Hunter College Department of Economics in its series Economics Working Paper Archive at Hunter College with number 212.
Length: 31 pages
Date of creation: 2003
Date of revision:
This paper has been announced in the following NEP Reports:
- NEP-CDM-2003-07-10 (Collective Decision-Making)
- NEP-HEA-2003-07-10 (Health Economics)
- NEP-LAB-2003-07-10 (Labour Economics)
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