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How Do Early-Life Shocks Interact with Subsequent Human Capital Investments? Evidence from Administrative Data

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  • Duque, Valentina
  • Rosales-Rueda, Maria
  • Sanchez, Fabio

Abstract

We explore how early-life shocks interact with subsequent human capital investments to influence children’s long-term outcomes. Using large-scale administrative data from Colombia, we combine a difference-in-difference framework with a regression discontinuity design to exploit two sources of exogenous variation: i) early-life exposure to adverse weather shocks that affect children’s initial skills and ii), the introduction of conditional cash transfers (CCT) that promote investments in children’s health and education. We show that the timing and type of CCT-induced investments matter for both the effects of CCTs and their interactive effects with weather shocks. When the CCT-induced investments occur in sensitive periods of human capital formation (e.g., early childhood), the effects are large and their interactive effects with weather conditions suggest that the returns of the program are even larger for children exposed to “normal” weather conditions. In contrast, CCT-induced investments that come relatively late in childhood (e.g., adolescence), have a smaller “main” effect and a smaller or zero interactive effect with weather shocks. We also find that initial CCT-induced health investments tend to have larger returns than initial CCT-induced educational investments. These findings shed new light on the developmental production function for human capital and the role of social policies in closing gaps generated by early-life adversities.

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  • Duque, Valentina & Rosales-Rueda, Maria & Sanchez, Fabio, 2019. "How Do Early-Life Shocks Interact with Subsequent Human Capital Investments? Evidence from Administrative Data," Working Papers 2019-17, University of Sydney, School of Economics.
  • Handle: RePEc:syd:wpaper:2019-17
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    1. Baez, Javier E. & Camacho, Adriana, 2011. "Assessing the Long-term Effects of Conditional Cash Transfers on Human Capital: Evidence from Colombia," IZA Discussion Papers 5751, Institute of Labor Economics (IZA).
    2. Douglas Almond & Bhashkar Mazumder, 2013. "Fetal Origins and Parental Responses," Annual Review of Economics, Annual Reviews, vol. 5(1), pages 37-56, May.
    3. Rocha, Rudi & Soares, Rodrigo R., 2015. "Water scarcity and birth outcomes in the Brazilian semiarid," Journal of Development Economics, Elsevier, vol. 112(C), pages 72-91.
    4. Attanasio, Orazio & Cattan, Sarah & Fitzsimons, Emla & Meghir, Costas & Rubio-Codina, Marta, 2015. "Estimating the Production Function for Human Capital: Results from a Randomized Control Trial in Colombia," IZA Discussion Papers 8856, Institute of Labor Economics (IZA).
    5. Ofer Malamud & Cristian Pop-Eleches & Miguel Urquiola, 2016. "Interactions Between Family and School Environments: Evidence on Dynamic Complementarities?," NBER Working Papers 22112, National Bureau of Economic Research, Inc.
    6. James Heckman & Flavio Cunha, 2007. "The Technology of Skill Formation," American Economic Review, American Economic Association, vol. 97(2), pages 31-47, May.
    7. Sebastian Calonico & Matias D. Cattaneo & Rocio Titiunik, 2014. "Robust data-driven inference in the regression-discontinuity design," Stata Journal, StataCorp LP, vol. 14(4), pages 909-946, December.
    8. Sharon Maccini & Dean Yang, 2009. "Under the Weather: Health, Schooling, and Economic Consequences of Early-Life Rainfall," American Economic Review, American Economic Association, vol. 99(3), pages 1006-1026, June.
    9. Carlos Bozzoli & Angus Deaton & Climent Quintana-Domeque, 2009. "Adult height and childhood disease," Demography, Springer;Population Association of America (PAA), vol. 46(4), pages 647-669, November.
    10. Douglas Almond & Janet Currie & Valentina Duque, 2018. "Childhood Circumstances and Adult Outcomes: Act II," Journal of Economic Literature, American Economic Association, vol. 56(4), pages 1360-1446, December.
    11. Rucker C. Johnson & C. Kirabo Jackson, 2019. "Reducing Inequality through Dynamic Complementarity: Evidence from Head Start and Public School Spending," American Economic Journal: Economic Policy, American Economic Association, vol. 11(4), pages 310-349, November.
    12. Manisha Shah & Bryce Millett Steinberg, 2017. "Drought of Opportunities: Contemporaneous and Long-Term Impacts of Rainfall Shocks on Human Capital," Journal of Political Economy, University of Chicago Press, vol. 125(2), pages 527-561.
    13. Orazio Attanasio & Emla Fitzsimons & Ana Gomez & Martha Isabel Gutiérrez & Costas Meghir & Alice Mesnard, 2010. "Children's Schooling and Work in the Presence of a Conditional Cash Transfer Program in Rural Colombia," Economic Development and Cultural Change, University of Chicago Press, vol. 58(2), pages 181-210, January.
    14. Hoynes, Hilary & Page, Marianne & Stevens, Ann Huff, 2011. "Can targeted transfers improve birth outcomes?: Evidence from the introduction of the WIC program," Journal of Public Economics, Elsevier, vol. 95(7-8), pages 813-827, August.
    15. Orazio Attanasio & Erich Battistin & Alice Mesnard, 2012. "Food and Cash Transfers: Evidence from Colombia," Economic Journal, Royal Economic Society, vol. 122(559), pages 92-124, March.
    16. 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.
    17. Orazio Attanasio & Sarah Cattan & Emla Fitzsimons & Costas Meghir & Marta Rubio-Codina, 2020. "Estimating the Production Function for Human Capital: Results from a Randomized Controlled Trial in Colombia," American Economic Review, American Economic Association, vol. 110(1), pages 48-85, January.
    18. Rodrigo Avella, 2001. "Efecto de las Sequías Sobre la Inflación en Colombia," Borradores de Economia 183, Banco de la Republica de Colombia.
    19. James J. Heckman & Stefano Mosso, 2014. "The Economics of Human Development and Social Mobility," Annual Review of Economics, Annual Reviews, vol. 6(1), pages 689-733, August.
    20. Flavio Cunha & James J. Heckman & Susanne M. Schennach, 2010. "Estimating the Technology of Cognitive and Noncognitive Skill Formation," Econometrica, Econometric Society, vol. 78(3), pages 883-931, May.
    21. Rossin-Slater, Maya, 2013. "WIC in your neighborhood: New evidence on the impacts of geographic access to clinics," Journal of Public Economics, Elsevier, vol. 102(C), pages 51-69.
    22. Orazio Attanasio & Costas Meghir & Emily Nix, 2015. "Human Capital Development and Parental Investment in India," Cowles Foundation Discussion Papers 2026R, Cowles Foundation for Research in Economics, Yale University, revised Jul 2017.
    23. Taryn Dinkelman, 2017. "Long‐run Health Repercussions of Drought Shocks: Evidence from South African Homelands," Economic Journal, Royal Economic Society, vol. 127(604), pages 1906-1939, September.
    24. James J. Heckman, 2008. "Schools, Skills, And Synapses," Economic Inquiry, Western Economic Association International, vol. 46(3), pages 289-324, July.
    25. Hoyt Bleakley, 2010. "Health, Human Capital, and Development," Annual Review of Economics, Annual Reviews, vol. 2(1), pages 283-310, September.
    26. Melissa Dell & Benjamin F. Jones & Benjamin A. Olken, 2014. "What Do We Learn from the Weather? The New Climate-Economy Literature," Journal of Economic Literature, American Economic Association, vol. 52(3), pages 740-798, September.
    27. Gary S. Becker & Nigel Tomes, 1994. "Human Capital and the Rise and Fall of Families," NBER Chapters, in: Human Capital: A Theoretical and Empirical Analysis with Special Reference to Education, Third Edition, pages 257-298, National Bureau of Economic Research, Inc.
    28. Baez, Javier E. & de la Fuente, Alejandro & Santos, Indhira, 2010. "Do Natural Disasters Affect Human Capital? An Assessment Based on Existing Empirical Evidence," IZA Discussion Papers 5164, Institute of Labor Economics (IZA).
    29. Adriana Camacho, 2008. "Stress and Birth Weight: Evidence from Terrorist Attacks," American Economic Review, American Economic Association, vol. 98(2), pages 511-515, May.
    30. Taryn Dinkelman, 2017. "Long‐Run Health Repercussions of Drought Shocks: Evidence from South African Homelands," Economic Journal, Royal Economic Society, vol. 127(604), pages 1906-1939.
    31. Aiyagari, S. Rao & Greenwood, Jeremy & Seshadri, Ananth, 2002. "Efficient Investment in Children," Journal of Economic Theory, Elsevier, vol. 102(2), pages 290-321, February.
    32. Melissa Dell & Benjamin F. Jones & Benjamin A. Olken, 2012. "Temperature Shocks and Economic Growth: Evidence from the Last Half Century," American Economic Journal: Macroeconomics, American Economic Association, vol. 4(3), pages 66-95, July.
    33. Magne Mogstad, 2017. "The Human Capital Approach to Intergenerational Mobility," Journal of Political Economy, University of Chicago Press, vol. 125(6), pages 1862-1868.
    34. Solomon M. Hsiang & Amir S. Jina, 2014. "The Causal Effect of Environmental Catastrophe on Long-Run Economic Growth: Evidence From 6,700 Cyclones," NBER Working Papers 20352, National Bureau of Economic Research, Inc.
    35. Guido Imbens & Karthik Kalyanaraman, 2012. "Optimal Bandwidth Choice for the Regression Discontinuity Estimator," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(3), pages 933-959.
    36. Havnes, Tarjei & Mogstad, Magne, 2015. "Is universal child care leveling the playing field?," Journal of Public Economics, Elsevier, vol. 127(C), pages 100-114.
    37. Hoyt Bleakley, 2007. "Disease and Development: Evidence from Hookworm Eradication in the American South," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(1), pages 73-117.
    38. Adriana Camacho & Emily Conover, 2011. "Manipulation of Social Program Eligibility," American Economic Journal: Economic Policy, American Economic Association, vol. 3(2), pages 41-65, May.
    39. Rosales-Rueda, Maria, 2018. "The impact of early life shocks on human capital formation: evidence from El Niño floods in Ecuador," Journal of Health Economics, Elsevier, vol. 62(C), pages 13-44.
    40. Nur Cahyadi & Rema Hanna & Benjamin A. Olken & Rizal Adi Prima & Elan Satriawan & Ekki Syamsulhakim, 2020. "Cumulative Impacts of Conditional Cash Transfer Programs: Experimental Evidence from Indonesia," American Economic Journal: Economic Policy, American Economic Association, vol. 12(4), pages 88-110, November.
    41. David S. Lee & Thomas Lemieux, 2010. "Regression Discontinuity Designs in Economics," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 281-355, June.
    42. Molina-Millan, Teresa & Barham, Tania & Macours, Karen & Maluccio, John A. & Stampini, Marco, 2016. "Long-term Impacts of Conditional Cash Transfers in Latin America: Review of the Evidence," IDB Publications (Working Papers) 7891, Inter-American Development Bank.
    43. Allan D. Brunner, 2002. "El Niño and World Primary Commodity Prices: Warm Water or Hot Air?," The Review of Economics and Statistics, MIT Press, vol. 84(1), pages 176-183, February.
    44. Barham, Tania & Macours, Karen & Maluccio, John A., 2013. "More Schooling and More Learning?: Effects of a Three-Year Conditional Cash Transfer Program in Nicaragua after 10 Years," IDB Publications (Working Papers) 4584, Inter-American Development Bank.
    45. Pedro Carneiro & Italo López García & Kjell G. Salvanes & Emma Tominey, 2021. "Intergenerational Mobility and the Timing of Parental Income," Journal of Political Economy, University of Chicago Press, vol. 129(3), pages 757-788.
    46. Hoynes, Hilary & Page, Marianne & Stevens, Ann Huff, 2011. "Can targeted transfers improve birth outcomes?," Journal of Public Economics, Elsevier, vol. 95(7), pages 813-827.
    47. Anna Aizer & Flávio Cunha, 2012. "The Production of Human Capital: Endowments, Investments and Fertility," NBER Working Papers 18429, National Bureau of Economic Research, Inc.
    48. Felipe Barrera-Osorio & Leigh L. Linden & Juan E. Saavedra, 2019. "Medium- and Long-Term Educational Consequences of Alternative Conditional Cash Transfer Designs: Experimental Evidence from Colombia," American Economic Journal: Applied Economics, American Economic Association, vol. 11(3), pages 54-91, July.
    49. Sandra Garcia & Jennifer Hill, 2010. "Impact of conditional cash transfers on children's school achievement: evidence from Colombia," Journal of Development Effectiveness, Taylor & Francis Journals, vol. 2(1), pages 117-137.
    50. Douglas Almond & Hilary W. Hoynes & Diane Whitmore Schanzenbach, 2011. "Inside the War on Poverty: The Impact of Food Stamps on Birth Outcomes," The Review of Economics and Statistics, MIT Press, vol. 93(2), pages 387-403, May.
    51. Teresa Molina-Millan & Tania Barham & Karen Macours & John A. Maluccio & Marco Stampini, 2016. "Long-term Impacts of Conditional Cash Transfers in Latin America: Review of the Evidence," IDB Publications (Working Papers) 96136, Inter-American Development Bank.
    52. Rodrigo Avella, 2001. "Efecto De Las Sequías Sobre La Inflación En Colombia," Borradores de Economia 2415, Banco de la Republica.
    53. Richard Akresh, 2016. "Climate Change, Conflict, and Children," HiCN Working Papers 221, Households in Conflict Network.
    54. Hilary Hoynes & Diane Whitmore Schanzenbach & Douglas Almond, 2016. "Long-Run Impacts of Childhood Access to the Safety Net," American Economic Review, American Economic Association, vol. 106(4), pages 903-934, April.
    55. Stephane Hallegatte & Mook Bangalore & Laura Bonzanigo & Marianne Fay & Tamaro Kane & Ulf Narloch & Julie Rozenberg & David Treguer & Adrien Vogt-Schilb, 2016. "Shock Waves," World Bank Publications - Books, The World Bank Group, number 22787, December.
    56. Orazio Attanasio & Costas Meghir & Emily Nix & Francesca Salvati, 2017. "Human Capital Growth and Poverty: Evidence from Ethiopia and Peru," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 25, pages 234-259, April.
    57. Susan W. Parker & Petra E. Todd, 2017. "Conditional Cash Transfers: The Case of Progresa/Oportunidades," Journal of Economic Literature, American Economic Association, vol. 55(3), pages 866-915, September.
    58. Marianne P. Bitler & Janet Currie, 2005. "Does WIC work? The effects of WIC on pregnancy and birth outcomes," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 24(1), pages 73-91.
    59. Juan Felipe Brando & Rafael J. Santos, 2015. "La Nina y los ninos: Effects of an Unexpected Winter on Early Life Human Capital and Family Responses," Documentos CEDE 13316, Universidad de los Andes, Facultad de Economía, CEDE.
    60. Tania Barham & Karen Macours & John A. Maluccio, 2013. "More Schooling and More Learning?: Effects of a Three-Year Conditional Cash Transfer Program in Nicaragua after 10 Years," IDB Publications (Working Papers) 81801, Inter-American Development Bank.
    61. Sarah Baird & Francisco H.G. Ferreira & Berk Özler & Michael Woolcock, 2014. "Conditional, unconditional and everything in between: a systematic review of the effects of cash transfer programmes on schooling outcomes," Journal of Development Effectiveness, Taylor & Francis Journals, vol. 6(1), pages 1-43, January.
    62. Sandra García & Juan Saavedra, 2017. "Educational Impacts and Cost-Effectiveness of Conditional Cash Transfer Programs in Developing Countries: A Meta-Analysis," NBER Working Papers 23594, National Bureau of Economic Research, Inc.
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    2. Sebastian Gallegos & Pablo Celhay, 2020. "Early Skill Effects on Types of Parental Investments and Long-Run Outcomes," Working Papers 2020-014, Human Capital and Economic Opportunity Working Group.
    3. Berman, Nicolas & Rotunno, Lorenzo & Ziparo, Roberta, 2020. "Sweet child of mine: Income, health and inequality," CEPR Discussion Papers 14444, C.E.P.R. Discussion Papers.
    4. Haile, Kaleab & Tirivayi, Nyasha & Nillesen, Eleonora, 2019. "Climate shocks, coping responses and gender gap in human development," MERIT Working Papers 2019-052, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    5. Gabriella Conti, 2013. "The Developmental Origins of Health Inequality," Research on Economic Inequality, in: Health and Inequality, volume 21, pages 285-309, Emerald Group Publishing Limited.
    6. Nicolas Berman & Lorenzo Rotunno & Roberta Ziparo, 2020. "Sweet child of mine: Parental income, child health and inequality," AMSE Working Papers 2005, Aix-Marseille School of Economics, France, revised Dec 2022.
    7. Natalie Bau & Martin Rotemberg & Manisha Shah & Bryce Steinberg, 2020. "Human Capital Investment in the Presence of Child Labor," NBER Working Papers 27241, National Bureau of Economic Research, Inc.
    8. Font-Gilabert, Paulino, 2020. "Taking cover: human capital accumulation in the presence of shocks and health insurance," ISER Working Paper Series 2020-16, Institute for Social and Economic Research.
    9. Wang-Sheng Lee & Ben G. Li, 2019. "Extreme Weather and Long-term Health: Evidence from Two Millennia of Chinese Elites," CEH Discussion Papers 09, Centre for Economic History, Research School of Economics, Australian National University.
    10. Lee, Wang-Sheng & Li, Ben G., 2021. "Extreme weather and mortality: Evidence from two millennia of Chinese elites," Journal of Health Economics, Elsevier, vol. 76(C).
    11. Abatemarco, Antonio & Cavallo, Mariagrazia & Marino, Immacolata & Russo, Giuseppe, 2021. "Age Effects in Education: A Double Disadvantage for Second-Generation Immigrant Children," GLO Discussion Paper Series 761, Global Labor Organization (GLO).
    12. Aguilar, Arturo & Vicarelli, Marta, 2022. "El Niño and children: Medium-term effects of early-life weather shocks on cognitive and health outcomes," World Development, Elsevier, vol. 150(C).

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