Combining insights from quantile and ordinal regression: Child malnutrition in Guatemala
Chronic child undernutrition is a persistent problem in developing countries and has been the focus of hundreds of studies where the primary intent is to improve targeting of public health and economic development policies. In national level cross-sectional studies undernutrition is measured as child stunting and the goal is to assess differences in prevalence among population subgroups. Several types of regression modeling frameworks have been used to study childhood stunting but the literature provides little guidance in terms of statistical properties and the ease with which the results can be communicated to the policy community. We compare the results from quantile regression and ordinal regression models. The two frameworks can be linked analytically and together yield complementary insights. We find that reflecting on interpretations from both models leads to a more thorough analysis and forces the analyst to consider the policy utility of the findings. Guatemala is used as the country focus for the study.
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- Jamison, Dean T., 1986. "Child malnutrition and school performance in China," Journal of Development Economics, Elsevier, vol. 20(2), pages 299-309, March.
- Harold Alderman & John Hoddinott & Bill Kinsey, 2006.
"Long term consequences of early childhood malnutrition,"
Oxford Economic Papers,
Oxford University Press, vol. 58(3), pages 450-474, July.
- Alderman,Harold & Hoddinott, John & Kinsey, Bill, 2003. "Long-term consequences of early childhood malnutrition," FCND discussion papers 168, International Food Policy Research Institute (IFPRI).
- Harold Alderman & John Hoddinott & Bill Kinsey, 2004. "Long Term Consequences Of Early Childhood Malnutrition," HiCN Working Papers 09, Households in Conflict Network.
- Alderman,Harold & Hoddinott, John & Kinsey, Bill, 2003. "Long-term consequences of early childhood malnutrition," FCND briefs 168, International Food Policy Research Institute (IFPRI).
- Borooah, Vani K., 2005. "The height-for-age of Indian children," Economics & Human Biology, Elsevier, vol. 3(1), pages 45-65, March.
- Chernozhukov, Victor & Hansen, Christian, 2008. "Instrumental variable quantile regression: A robust inference approach," Journal of Econometrics, Elsevier, vol. 142(1), pages 379-398, January.
- Newey, Whitney K. & Powell, James L., 1990. "Efficient Estimation of Linear and Type I Censored Regression Models Under Conditional Quantile Restrictions," Econometric Theory, Cambridge University Press, vol. 6(03), pages 295-317, September.
- Terza, Joseph V. & Basu, Anirban & Rathouz, Paul J., 2008. "Two-stage residual inclusion estimation: Addressing endogeneity in health econometric modeling," Journal of Health Economics, Elsevier, vol. 27(3), pages 531-543, May.
- Aturupane, Harsha & Deolalikar, Anil B. & Gunewardena, Dileni, 2008. "The Determinants of Child Weight and Height in Sri Lanka: A Quantile Regression Approach," Working Paper Series RP2008/53, World Institute for Development Economic Research (UNU-WIDER).
- repec:cup:cbooks:9780521608275 is not listed on IDEAS
- Strauss, J. & Thomas, D., 1995.
"Health, Nutrition and Economic development,"
95-23, RAND - Labor and Population Program.
- Farrow, Andrew & Larrea, Carlos & Hyman, Glenn & Lema, German, 2005. "Exploring the spatial variation of food poverty in Ecuador," Food Policy, Elsevier, vol. 30(5-6), pages 510-531.
- Balk, Deborah & Storeygard, Adam & Levy, Marc & Gaskell, Joanne & Sharma, Manohar & Flor, Rafael, 2005. "Child hunger in the developing world: An analysis of environmental and social correlates," Food Policy, Elsevier, vol. 30(5-6), pages 584-611.
- Jason Abrevaya, 2001. "The effects of demographics and maternal behavior on the distribution of birth outcomes," Empirical Economics, Springer, vol. 26(1), pages 247-257.
- repec:cup:cbooks:9780521845731 is not listed on IDEAS
- Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
- Brennan, Lance & McDonald, John & Shlomowitz, Ralph, 2004. "Infant feeding practices and chronic child malnutrition in the Indian states of Karnataka and Uttar Pradesh," Economics & Human Biology, Elsevier, vol. 2(1), pages 139-158, March.
- David E. Sahn & David C. Stifel, 2002. "Robust Comparisons of Malnutrition in Developing Countries," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 84(3), pages 716-735.
- Kandpal, Eeshani & McNamara, Paul E., 2009. "Determinants of Nutritional Outcomes of Children in India: A Quantile Regression Approach," 2009 Annual Meeting, July 26-28, 2009, Milwaukee, Wisconsin 49415, Agricultural and Applied Economics Association.
- Lee, Jounghee & Houser, Robert F. & Must, Aviva & de Fulladolsa, Patricia Palma & Bermudez, Odilia I., 2010. "Disentangling nutritional factors and household characteristics related to child stunting and maternal overweight in Guatemala," Economics & Human Biology, Elsevier, vol. 8(2), pages 188-196, July.
- Zhao, Quanshui, 2001. "Asymptotically Efficient Median Regression In The Presence Of Heteroskedasticity Of Unknown Form," Econometric Theory, Cambridge University Press, vol. 17(04), pages 765-784, August.
- Larrea, Carlos & Kawachi, Ichiro, 2005. "Does economic inequality affect child malnutrition? The case of Ecuador," Social Science & Medicine, Elsevier, vol. 60(1), pages 165-178, January.
- Victor Chernozhukov & Christian Hansen, 2005. "An IV Model of Quantile Treatment Effects," Econometrica, Econometric Society, vol. 73(1), pages 245-261, 01.
- Roger Koenker & Zhijie Xiao, 2002. "Inference on the Quantile Regression Process," Econometrica, Econometric Society, vol. 70(4), pages 1583-1612, July.
- Marini, Alessandra & Gragnolati, Michele, 2003. "Malnutrition and poverty in Guatemala," Policy Research Working Paper Series 2967, The World Bank.
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