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Contribution Details

Type Working Paper
Scope Discipline-based scholarship
Title Copula bivariate probit models: with an application to medical expenditures
Organization Unit
Authors
  • Rainer Winkelmann
Language
  • English
Institution University of Zurich
Series Name Working paper series / Department of Economics
Number No. 29
ISSN 1664-7041
Date 2011
Abstract Text The bivariate probit model is frequently used for estimating the effect of an endogenous binary regressor (the "treatment") on a binary health outcome variable. This paper discusses simple modifications that maintain the probit assumption for the marginal distributions while introducing non-normal dependence using copulas. In an application of the copula bivariate probit model to the effect of insurance status on the absence of ambulatory health care expenditure, a model based on the Frank copula outperforms the standard bivariate probit model.
Official URL http://www.econ.uzh.ch/static/wp/econwp029.pdf
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Keywords Bivariate probit, binary endogenous regressor, Frank copula, Clayton copula, Statistik, Probit-Modell