IDEAS home Printed from https://ideas.repec.org/a/eee/ehbiol/v43y2021ics1570677x21000836.html
   My bibliography  Save this article

Inequality of opportunity in infant mortality in South Asia: A decomposition analysis of survival data

Author

Listed:
  • Aizawa, Toshiaki

Abstract

Early-life environments into which newborn babies are born play principal roles in their development. This study explores inequalities in infant mortality that are rooted in household and parental socio-economic backgrounds in five South-Asian countries: Afghanistan, Bangladesh, India, Nepal and Pakistan. Considering multidimensional aspects of socio-demographic and socio-economic status, this study explores disparities in the trajectory of survival rates across infants with dissimilar circumstantial backgrounds over the first 12 months of their lives. This study proposes a new method to first cluster the data into advantaged and disadvantaged types and explore the differences in survival rates by a clustering approach and a random survival forest. Furthermore, this study extends a Shapley-value decomposition method to explore the determinants of inequality. The results indicate that demographic factors, parental educational background and household living standards are major factors contributing to inequality. In order to ameliorate the inequality of opportunity, priority should be given to protecting marginalised infants by compensating for their disadvantaged backgrounds.

Suggested Citation

  • Aizawa, Toshiaki, 2021. "Inequality of opportunity in infant mortality in South Asia: A decomposition analysis of survival data," Economics & Human Biology, Elsevier, vol. 43(C).
  • Handle: RePEc:eee:ehbiol:v:43:y:2021:i:c:s1570677x21000836
    DOI: 10.1016/j.ehb.2021.101058
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1570677X21000836
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ehb.2021.101058?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Joseph Molitoris & Kieron Barclay & Martin Kolk, 2019. "When and Where Birth Spacing Matters for Child Survival: An International Comparison Using the DHS," Demography, Springer;Population Association of America (PAA), vol. 56(4), pages 1349-1370, August.
    2. Adato, Michelle & Hoddinott, John F., 2007. "Conditional cash transfer programs: A "magic bullet" for reducing poverty?," 2020 vision briefs BB17 Special Edition, International Food Policy Research Institute (IFPRI).
    3. Paolo Brunori & Alain Trannoy & Caterina Francesca Guidi, 2021. "Ranking populations in terms of inequality of health opportunity: A flexible latent type approach," Health Economics, John Wiley & Sons, Ltd., vol. 30(2), pages 358-383, February.
    4. Janet Currie & Tom Vogl, 2013. "Early-Life Health and Adult Circumstance in Developing Countries," Annual Review of Economics, Annual Reviews, vol. 5(1), pages 1-36, May.
    5. Mogensen, Ulla B. & Ishwaran, Hemant & Gerds, Thomas A., 2012. "Evaluating Random Forests for Survival Analysis Using Prediction Error Curves," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 50(i11).
    6. repec:pri:cheawb:case_paxson_economic_status_paper is not listed on IDEAS
    7. repec:pri:cheawb:case_and_paxson_early_life_health_w15637 is not listed on IDEAS
    8. Janet Currie, 2011. "Inequality at Birth: Some Causes and Consequences," American Economic Review, American Economic Association, vol. 101(3), pages 1-22, May.
    9. Chen, Yuyu & Li, Hongbin, 2009. "Mother's education and child health: Is there a nurturing effect?," Journal of Health Economics, Elsevier, vol. 28(2), pages 413-426, March.
    10. Paolo Brunori & Paul Hufe & Daniel Gerszon Mahler, 2017. "The Roots of Inequality: Estimating Inequality of Opportunity from Regression Trees," Working Papers - Economics wp2017_18.rdf, Universita' degli Studi di Firenze, Dipartimento di Scienze per l'Economia e l'Impresa.
    11. Cleland, John G. & van Ginneken, Jerome K., 1988. "Maternal education and child survival in developing countries: The search for pathways of influence," Social Science & Medicine, Elsevier, vol. 27(12), pages 1357-1368, January.
    12. Janet Currie & Enrico Moretti, 2003. "Mother's Education and the Intergenerational Transmission of Human Capital: Evidence from College Openings," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(4), pages 1495-1532.
    13. Oaxaca, Ronald, 1973. "Male-Female Wage Differentials in Urban Labor Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 14(3), pages 693-709, October.
    14. repec:pri:cheawb:case_paxson_economic_status_paper.pdf is not listed on IDEAS
    15. Christopher J. Ruhm, 2004. "Parental Employment and Child Cognitive Development," Journal of Human Resources, University of Wisconsin Press, vol. 39(1).
    16. repec:pri:cheawb:case_and_paxson_early_life_health_w15637.pdf is not listed on IDEAS
    17. Vincenzo Carrieri & Apostolos Davillas & Andrew M. Jones, 2020. "A latent class approach to inequity in health using biomarker data," Health Economics, John Wiley & Sons, Ltd., vol. 29(7), pages 808-826, July.
    18. Anne Case & Christina Paxson, 2010. "Causes and Consequences of Early Life Health," Working Papers 1213, Princeton University, Woodrow Wilson School of Public and International Affairs, Research Program in Development Studies..
    19. Paolo Brunori & Vito Peragine & Laura Serlenga, 2019. "Upward and downward bias when measuring inequality of opportunity," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 52(4), pages 635-661, April.
    20. Anthony Shorrocks, 2013. "Decomposition procedures for distributional analysis: a unified framework based on the Shapley value," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 11(1), pages 99-126, March.
    21. Ghulam Mustafa Zahid, 1996. "Mother’s Health-seeking Behaviour and Childhood Mortality in Pakistan," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 35(4), pages 719-731.
    22. Brent Heard & Huong Trinh Thi & Dharani Dhar Burra & Martin C. Heller & Shelie A. Miller & Thanh Thi Duong & Michel Simioni & Andrew D. Jones, 2020. "The influence of household refrigerator ownership on diets in Vietnam," Post-Print hal-02985449, HAL.
    23. Norbert Schady & Ariel Fiszbein & Francisco H.G. Ferreira & Niall Keleher & Margaret Grosh & Pedro Olinto & Emmanuel Skoufias, 2009. "Conditional Cash Transfers : Reducing Present and Future Poverty," World Bank Publications - Books, The World Bank Group, number 2597, August.
    24. Sonia Bhalotra & Samantha Rawlings, 2013. "Gradients of the Intergenerational Transmission of Health in Developing Countries," The Review of Economics and Statistics, MIT Press, vol. 95(2), pages 660-672, May.
    25. Case, Anne & Fertig, Angela & Paxson, Christina, 2005. "The lasting impact of childhood health and circumstance," Journal of Health Economics, Elsevier, vol. 24(2), pages 365-389, March.
    26. Alan S. Blinder, 1973. "Wage Discrimination: Reduced Form and Structural Estimates," Journal of Human Resources, University of Wisconsin Press, vol. 8(4), pages 436-455.
    27. Kathrin Ziegelbauer & Benjamin Speich & Daniel Mäusezahl & Robert Bos & Jennifer Keiser & Jürg Utzinger, 2012. "Effect of Sanitation on Soil-Transmitted Helminth Infection: Systematic Review and Meta-Analysis," PLOS Medicine, Public Library of Science, vol. 9(1), pages 1-17, January.
    28. Anne Case & Christina Paxson, 2006. "Stature and status: Height, ability, and labor market outcomes," Working Papers 232, Princeton University, Woodrow Wilson School of Public and International Affairs, Research Program in Development Studies..
    29. Paolo Brunori & Alain Trannoy & Caterina Francesca Guidi, 2021. "Ranking populations in terms of inequality of health opportunity: A flexible latent type approach," Health Economics, John Wiley & Sons, Ltd., vol. 30(2), pages 358-383, February.
    30. Barham, Tania, 2011. "A healthier start: The effect of conditional cash transfers on neonatal and infant mortality in rural Mexico," Journal of Development Economics, Elsevier, vol. 94(1), pages 74-85, January.
    31. Bassett, Lucy, 2008. "Can conditional cash transfer programs play a greater role in reducing child undernutrition?," Social Protection Discussion Papers and Notes 46687, The World Bank.
    32. Anne Case & Christina Paxson, 2008. "Stature and Status: Height, Ability, and Labor Market Outcomes," Journal of Political Economy, University of Chicago Press, vol. 116(3), pages 499-532, June.
    33. repec:pri:rpdevs:case_and_paxson_early_life_health_w15637 is not listed on IDEAS
    34. Anne Case & Christina Paxson, 2010. "Causes and Consequences of Early Life Health," Working Papers 1214, Princeton University, Woodrow Wilson School of Public and International Affairs, Center for Health and Wellbeing..
    35. David M. Blau & David K. Guilkey & Barry M. Popkin, 1996. "Infant Health and the Labor Supply of Mothers," Journal of Human Resources, University of Wisconsin Press, vol. 31(1), pages 90-139.
    36. Anne Case & Darren Lubotsky & Christina Paxson, 2002. "Economic Status and Health in Childhood: The Origins of the Gradient," American Economic Review, American Economic Association, vol. 92(5), pages 1308-1334, December.
    37. Laura B. Rawlings, 2005. "Evaluating the Impact of Conditional Cash Transfer Programs," The World Bank Research Observer, World Bank, vol. 20(1), pages 29-55.
    38. Aizawa, Toshiaki, 2019. "Ex-ante Inequality of Opportunity in Child Malnutrition: New Evidence from Ten Developing Countries in Asia," Economics & Human Biology, Elsevier, vol. 35(C), pages 144-161.
    39. Heard, Brent R. & Thi, Huong Trinh & Burra, Dharani Dhar & Heller, Martin C. & Miller, Shelie A. & Duong, Thanh Thi & Simioni, Michel & Jones, Andrew D., 2020. "The Influence of Household Refrigerator Ownership on Diets in Vietnam," Economics & Human Biology, Elsevier, vol. 39(C).
    40. Smith, Lisa C. & Ruel, Marie T. & Ndiaye, Aida, 2005. "Why Is Child Malnutrition Lower in Urban Than in Rural Areas? Evidence from 36 Developing Countries," World Development, Elsevier, vol. 33(8), pages 1285-1305, August.
    41. Cameron, Lisa & Chase, Claire & Haque, Sabrina & Joseph, George & Pinto, Rebekah & Wang, Qiao, 2021. "Childhood stunting and cognitive effects of water and sanitation in Indonesia," Economics & Human Biology, Elsevier, vol. 40(C).
    42. Anne Case & Christina Paxson, 2010. "Causes and consequences of early-life health," Demography, Springer;Population Association of America (PAA), vol. 47(1), pages 65-85, March.
    43. Ahsan, Md Nazmul & Maharaj, Riddhi, 2018. "Parental human capital and child health at birth in India," Economics & Human Biology, Elsevier, vol. 30(C), pages 130-149.
    44. Trommlerová, Sofia K., 2020. "When children have children: The effects of child marriages and teenage pregnancies on early childhood mortality in Bangladesh," Economics & Human Biology, Elsevier, vol. 39(C).
    45. Toshiaki Aizawa, 2020. "Trajectory of inequality of opportunity in child height growth: Evidence from the Young Lives study," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 42(7), pages 165-202.
    46. Paolo Li Donni & Juan Rodríguez & Pedro Rosa Dias, 2015. "Empirical definition of social types in the analysis of inequality of opportunity: a latent classes approach," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 44(3), pages 673-701, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Vincenzo Carrieri & Apostolos Davillas & Andrew M. Jones, 2020. "A latent class approach to inequity in health using biomarker data," Health Economics, John Wiley & Sons, Ltd., vol. 29(7), pages 808-826, July.
    2. Andrea Salas‐Ortiz & Andrew M. Jones, 2024. "Inequality of opportunity in the double burden of malnutrition in Mexico," Health Economics, John Wiley & Sons, Ltd., vol. 33(10), pages 2342-2380, October.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Aizawa, Toshiaki, 2019. "Ex-ante Inequality of Opportunity in Child Malnutrition: New Evidence from Ten Developing Countries in Asia," Economics & Human Biology, Elsevier, vol. 35(C), pages 144-161.
    2. Toshiaki Aizawa, 2020. "Trajectory of inequality of opportunity in child height growth: Evidence from the Young Lives study," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 42(7), pages 165-202.
    3. Pérez-Mesa, David & Marrero, Gustavo A. & Darias-Curvo, Sara, 2021. "Child health inequality in Sub-Saharan Africa," MPRA Paper 108801, University Library of Munich, Germany.
    4. Eriksson, Tor & Pan, Jay & Qin, Xuezheng, 2014. "The intergenerational inequality of health in China," China Economic Review, Elsevier, vol. 31(C), pages 392-409.
    5. David Pérez-Mesa & Gustavo A. Marrero & Sara Darias-Curvo, 2023. "Decomposing changes in child health inequality in Sub-Saharan Africa: new approach and new evidence," Working Papers 645, ECINEQ, Society for the Study of Economic Inequality.
    6. David Pérez-Mesa & à ngel S. Marrero, 2024. "Adult health and inequality of opportunity in Spain," Working Papers 671, ECINEQ, Society for the Study of Economic Inequality.
    7. Almond, Douglas & Currie, Janet & Herrmann, Mariesa, 2012. "From infant to mother: Early disease environment and future maternal health," Labour Economics, Elsevier, vol. 19(4), pages 475-483.
    8. Aydogan Ulker, 2016. "Body size at birth, physical development and cognitive outcomes in early childhood: evidence from the Longitudinal Survey of Australian Children," Education Economics, Taylor & Francis Journals, vol. 24(2), pages 142-166, April.
    9. Havari, Enkelejda & Peracchi, Franco, 2017. "Growing up in wartime: Evidence from the era of two world wars," Economics & Human Biology, Elsevier, vol. 25(C), pages 9-32.
    10. Chen, Yi & Lei, Xiaoyan & Zhou, Li-An, 2010. "Child Health and the Income Gradient: Evidence from China," IZA Discussion Papers 5182, Institute of Labor Economics (IZA).
    11. Elisabetta De Cao, 2015. "The Height Production Function from Birth to Age Two," Journal of Human Capital, University of Chicago Press, vol. 9(3), pages 329-363.
    12. Dawid Gondek & Ke Ning & George B Ploubidis & Bilal Nasim & Alissa Goodman, 2018. "The impact of health on economic and social outcomes in the United Kingdom: A scoping literature review," PLOS ONE, Public Library of Science, vol. 13(12), pages 1-21, December.
    13. Bancalari, Antonella & Berlinski, Samuel & Buitrago, Giancarlo & García, María Fernanda & Mata, Dolores de la & Vera-Hernández, Marcos, 2023. "Health Inequalities in Latin American and the Caribbean: Child, Adolescent, Reproductive, Metabolic Syndrome and Mental Health," IDB Publications (Working Papers) 13158, Inter-American Development Bank.
    14. Brunori, Paolo & Davillas, Apostolos & Jones, Andrew M. & Scarchilli, Giovanna, 2022. "Model-based Recursive Partitioning to Estimate Unfair Health Inequalities in the United Kingdom Household Longitudinal Study," Journal of Economic Behavior & Organization, Elsevier, vol. 204(C), pages 543-565.
    15. McGovern, Mark E., 2014. "Comparing the relationship between stature and later life health in six low and middle income countries," The Journal of the Economics of Ageing, Elsevier, vol. 4(C), pages 128-148.
    16. Andalón, Mabel & Azevedo, João Pedro & Rodríguez-Castelán, Carlos & Sanfelice, Viviane & Valderrama-González, Daniel, 2016. "Weather Shocks and Health at Birth in Colombia," World Development, Elsevier, vol. 82(C), pages 69-82.
    17. Murasko, Jason E., 2013. "Physical growth and cognitive skills in early-life: Evidence from a nationally representative US birth cohort," Social Science & Medicine, Elsevier, vol. 97(C), pages 267-277.
    18. Janet Currie, 2011. "Inequality at Birth: Some Causes and Consequences," American Economic Review, American Economic Association, vol. 101(3), pages 1-22, May.
    19. David Pérez-Mesa & Gustavo A. Marrero & Sara Darias-Curvo, 2020. "Child health inequality and opportunities in Sub-Saharan Africa," Working Papers 557, ECINEQ, Society for the Study of Economic Inequality.
    20. Gurleen Popli & Aki Tsuchiya, 2014. "Sons and Daughters: Parental Beliefs and Child Behaviour (Evidence from the UK Millennium Cohort Study)," Working Papers 2014013, The University of Sheffield, Department of Economics.

    More about this item

    Keywords

    Infant mortality; Clustering; Random survival forest; Inequality of opportunity; South Asia;
    All these keywords.

    JEL classification:

    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior
    • I15 - Health, Education, and Welfare - - Health - - - Health and Economic Development

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:ehbiol:v:43:y:2021:i:c:s1570677x21000836. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/622964 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.