Impact of "seguro popular" on prenatal visits in Mexico, 2002-2005

latent class model of count data with a discrete endogenous variable

Impact of "seguro popular" on prenatal visits ...
Jeffrey E. Harris, Jeffrey E. ...
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Last edited by MARC Bot
October 29, 2020 | History

Impact of "seguro popular" on prenatal visits in Mexico, 2002-2005

latent class model of count data with a discrete endogenous variable

"We employ a latent class model to assess the impact of Mexico's Seguro Popular ("SP") program on the number of prenatal visits in a cross-sectional sample of 4,381 women who gave birth during 2002-2005. We specify an ordered probit model to permit a pregnant woman's probability of membership in one of three latent classes to depend on observed covariates. In the ordered probit model, enrollment in SP is explicitly treated as an endogenous variable. We model the number of prenatal visits, conditional upon membership in a particular latent class, as a Poisson regression. We employ the EM algorithm to reduce the computational burden of model estimation. At any iteration of the algorithm, the parameters of the model of latent class membership can be estimated separately from the parameters of the model of prenatal care utilization. We find that enrollment in SP was associated with a mean increase in 1.65 prenatal visits during pregnancy. Approximately 59 percent of this treatment effect is the result of increased prenatal care among women in the first latent class, that is, women who had with little or no access to care. The remaining 41 percent of the treatment effect is the result of a shift in membership from the second to the third latent class, which we interpret as increased recognition of complications of pregnancy prior to labor and delivery. Our model has a better fit and predicts a larger impact of SP than alternative models that relax the assumption of endogeneity, do not impose ordering on the latent classes, or incorporate only two latent classes. Our findings are consistent with prior work on the favorable impact of SP on maternal health (Sosa-Rubí, Galárraga, Harris 2009)"--National Bureau of Economic Research web site.

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Language
English

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Edition Notes

Title from PDF file as viewed on 6/16/2009.

Includes bibliographical references.

Also available in print.

System requirements: Adobe Acrobat Reader.

Mode of access: World Wide Web.

Published in
Cambridge, MA
Series
NBER working paper series -- working paper 14995, Working paper series (National Bureau of Economic Research : Online) -- working paper no. 14995.

Classifications

Library of Congress
HB1

The Physical Object

Format
Electronic resource

Edition Identifiers

Open Library
OL23683737M
LCCN
2009656020

Work Identifiers

Work ID
OL4322255W

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October 29, 2020 Edited by MARC Bot import existing book
December 10, 2009 Created by WorkBot add works page