Fabbri, Daniele ;
Monfardini, Chiara ;
Radice, Rosalba
(2004)
Testing exogeneity in the bivariate probit model: Monte Carlo evidence and an application to health economics.
p. 35.
DOI
10.6092/unibo/amsacta/1552.
Full text available as:
Abstract
Many economic applications involve the modeling of a binary variable
as simultaneously determined with one of its dycotomous regressors. In
this paper we deal with a prominent health economics case study, that of
cesarean section delivery utilization across public and private hospitals.
Estimating the probability of cesarean section in a univariate framework
neglecting the potential endogeneity of the hospital type dummy might
lead to invalid inference. Since little is known about the exact sampling
properties of alternative statistics for testing exogeneity of a dycotomous
regressor in probit models, we conduct an extensive Monte Carlo experiment.
Equipped with the simulation results we apply a comprehensive
battery of tests to an Italian sample of women and find clear evidence
against exogeneity of the hospital type dummy. We speculate on the
economic implications of these results and discuss the misleading interpretation
arising from the adoption of either univariate probit model or
seemingly unrelated bivariate probit model.
Abstract
Many economic applications involve the modeling of a binary variable
as simultaneously determined with one of its dycotomous regressors. In
this paper we deal with a prominent health economics case study, that of
cesarean section delivery utilization across public and private hospitals.
Estimating the probability of cesarean section in a univariate framework
neglecting the potential endogeneity of the hospital type dummy might
lead to invalid inference. Since little is known about the exact sampling
properties of alternative statistics for testing exogeneity of a dycotomous
regressor in probit models, we conduct an extensive Monte Carlo experiment.
Equipped with the simulation results we apply a comprehensive
battery of tests to an Italian sample of women and find clear evidence
against exogeneity of the hospital type dummy. We speculate on the
economic implications of these results and discuss the misleading interpretation
arising from the adoption of either univariate probit model or
seemingly unrelated bivariate probit model.
Document type
Monograph
(Working Paper)
Creators
Keywords
bivariate probit model, endogenous dummy, exogeneity testing,
cesarean section delivery, hospital choice
Subjects
DOI
Deposit date
15 Feb 2006
Last modified
17 Feb 2016 14:32
URI
Other metadata
Document type
Monograph
(Working Paper)
Creators
Keywords
bivariate probit model, endogenous dummy, exogeneity testing,
cesarean section delivery, hospital choice
Subjects
DOI
Deposit date
15 Feb 2006
Last modified
17 Feb 2016 14:32
URI
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