Evaluating Nationwide Health Interventions When Standard Before-After Doesn't Work: Malawi's ITN Distribution Program
Nationwide health interventions are difficult to evaluate as contemporaneous control groups do not exist and before-after approaches are usually infeasible. We propose an alternative semi-parametric estimator that is based on the assumption that the intervention has no direct effect on the health outcome but influences the outcome only through its effect on individual behavior. We show that in this case the evaluation problem can be divided into two parts: (i) the effect of the intervention on behavior, for which a conditional before-after assumption is more plausible; and (ii) the effect of the behavior on the health outcome, where we exploit that a contemporaneous control groups exists for behavior. The proposed estimator is used to evaluate one of Malawi's main malaria prevention campaigns, a nationwide insecticide-treated-net (ITN) distribution scheme, in terms of its effect on infant mortality. We exploit that the program affects child mortality only via bed net usage. We find that Malawi's ITN distribution campaign reduced child mortality by 1 percentage point, which corresponds to about 30% of the total reduction in infant mortality over the study period.
|Date of creation:||Apr 2010|
|Date of revision:|
|Publication status:||published as 'Evaluating Nationwide Health Interventions: Malawi's Insecticide Treated Net Distribution Program' in: Journal of the Royal Statistical Society: Series A, 2014, 177(2), 523-552|
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- Jessica Cohen & Pascaline Dupas, 2008. "Free Distribution or Cost-Sharing? Evidence from a Malaria Prevention Experiment," NBER Working Papers 14406, National Bureau of Economic Research, Inc.
- Wang, Limin, 2002. "Health outcomes in poor countries and policy options : empirical findings from demographic and health surveys," Policy Research Working Paper Series 2831, The World Bank.
- Geoffard, Pierre-Yves & Philipson, Tomas, 1996.
"Rational Epidemics and Their Public Control,"
International Economic Review,
Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 37(3), pages 603-24, August.
- Grossman, Michael, 1972. "On the Concept of Health Capital and the Demand for Health," Journal of Political Economy, University of Chicago Press, vol. 80(2), pages 223-55, March-Apr.
- Sebastian Galiani & Paul Gertler & Ernesto Schargrodsky, 2005.
"Water for Life: The Impact of the Privatization of Water Services on Child Mortality,"
Journal of Political Economy,
University of Chicago Press, vol. 113(1), pages 83-120, February.
- Sebastian Galiani & Paul Gertler & Ernesto Schargrodsky, 2002. "Water for Life: The Impact of the Privatization of Water Services on Child Mortality," Working Papers 54, Universidad de San Andres, Departamento de Economia, revised Sep 2005.
- Paul Glewwe, 1999. "Why Does Mother's Schooling Raise Child Health in Developing Countries? Evidence from Morocco," Journal of Human Resources, University of Wisconsin Press, vol. 34(1), pages 124-159.
- Armecin, Graeme & Behrman, Jere R. & Duazo, Paulita & Ghuman, Sharon & Gultiano, Socorro & King, Elizabeth M. & Lee, Nannette, 2006. "Early childhood development through an integrated program : evidence from the Philippines," Policy Research Working Paper Series 3922, The World Bank.
- Frölich, Markus, 2002.
"Nonparametric IV Estimation of Local Average Treatment Effects with Covariates,"
IZA Discussion Papers
588, Institute for the Study of Labor (IZA).
- Frolich, Markus, 2007. "Nonparametric IV estimation of local average treatment effects with covariates," Journal of Econometrics, Elsevier, vol. 139(1), pages 35-75, July.
- Markus Froelich, 2002. "Nonparametric IV estimation of local average treatment effects with covariates," University of St. Gallen Department of Economics working paper series 2002 2002-19, Department of Economics, University of St. Gallen.
- Pascaline Dupas, 2009. "What Matters (and What Does Not) in Households' Decision to Invest in Malaria Prevention?," American Economic Review, American Economic Association, vol. 99(2), pages 224-30, May.
- Magnus Lindelow, 2008. "Health as a Family Matter: Do Intra-household Education Externalities Matter for Maternal and Child Health?," Journal of Development Studies, Taylor & Francis Journals, vol. 44(4), pages 562-585.
- Ray, R. & Maitra, P., 2001. "The Impact of Resource Inflows on Child Health: Evidence from South Africa," Papers 2001-05, Tasmania - Department of Economics.
- Jens Kovsted & Claus C. P–rtner & Finn Tarp, 2002. "Child Health and Mortality: Does Health Knowledge Matter?," Journal of African Economies, Centre for the Study of African Economies (CSAE), vol. 11(4), pages 542-560, December.
- Michael A. Koenig & David Bishai & Mehrab Ali Khan, 2001. "Health Interventions and Health Equity: The Example of Measles Vaccination in Bangladesh," Population and Development Review, The Population Council, Inc., vol. 27(2), pages 283-302.
- Imbens, Guido W & Angrist, Joshua D, 1994.
"Identification and Estimation of Local Average Treatment Effects,"
Econometric Society, vol. 62(2), pages 467-75, March.
- Joshua D. Angrist & Guido W. Imbens, 1995. "Identification and Estimation of Local Average Treatment Effects," NBER Technical Working Papers 0118, National Bureau of Economic Research, Inc.
- Heckman, James J. & Lalonde, Robert J. & Smith, Jeffrey A., 1999. "The economics and econometrics of active labor market programs," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 31, pages 1865-2097 Elsevier.
- Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-54, July.
- Michael Marlow, 2008. "Determinants of state tobacco-control expenditures," Applied Economics, Taylor & Francis Journals, vol. 40(7), pages 831-839.
- D. Omariba & Roderic Beaujot & Fernando Rajulton, 2007. "Determinants of infant and child mortality in Kenya: an analysis controlling for frailty effects," Population Research and Policy Review, Springer, vol. 26(3), pages 299-321, June.
- Alberto Minujin & Enrique Delamonica, 2003. "Mind the Gap! Widening Child Mortality Disparities," Journal of Human Development and Capabilities, Taylor & Francis Journals, vol. 4(3), pages 397-418.
- Joseph G. Altonji & Todd E. Elder & Christopher R. Taber, 2005.
"Selection on Observed and Unobserved Variables: Assessing the Effectiveness of Catholic Schools,"
Journal of Political Economy,
University of Chicago Press, vol. 113(1), pages 151-184, February.
- Joseph G. Altonji & Todd E. Elder & Christopher R. Taber, 2000. "Selection on Observed and Unobserved Variables: Assessing the Effectiveness of Catholic Schools," NBER Working Papers 7831, National Bureau of Economic Research, Inc.
- Newey, Whitney K., 1984. "A method of moments interpretation of sequential estimators," Economics Letters, Elsevier, vol. 14(2-3), pages 201-206.
- Pushkar Maitra & Ranjan Ray, 2004. "The Impact of Resource Inflows on Child Health: Evidence from Kwazulu-Natal, South Africa, 1993-98," Journal of Development Studies, Taylor & Francis Journals, vol. 40(4), pages 78-114.
- Wagstaff, Adam, 2007. "Health insurance for the poor : initial impacts of Vietnam's health care fund for the poor," Policy Research Working Paper Series 4134, The World Bank.
- Guilkey, David K. & Riphahn, Regina T., 1998. "The determinants of child mortality in the Philippines: estimation of a structural model," Journal of Development Economics, Elsevier, vol. 56(2), pages 281-305, August.
- Uzma Iram & Muhammad S. Butt, 2008. "Socioeconomic determinants of child mortality in Pakistan: Evidence from sequential probit model," International Journal of Social Economics, Emerald Group Publishing, vol. 35(1), pages 63-76, January.
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