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Education and Food Consumption Patterns: Quasi-Experimental Evidence from Indonesia

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  • Dr Mohammad Rafiqul Islam
  • Dr Nicholas Sim

Abstract

How does food consumption improve educational outcomes is an important policy issue for developing countries. Applying the Indonesian Family Life Survey (IFLS) 2014, we estimate the returns of food consumption to education and investigate if more educated individuals tend to consume healthier bundles than less-educated individuals do. We implement the Expected Outcome Methodology, which is similar to Average Treatment on The Treated (ATT) conceptualized by Angrist and Pischke (2009). We find that education tends to tilt consumption towards healthier foods. Specifically, individuals with upper secondary or higher levels of education, on average, consume 31.5% more healthy foods than those with lower secondary education or lower levels of education. With respect to unhealthy food consumption, more highly-educated individuals, on average, consume 22.8% less unhealthy food than less-educated individuals. This suggests that education can increase the inequality in the consumption of healthy food bundles. Our study suggests that it is important to design policies to expand education for all for at least up to higher secondary level in the context of Indonesia. Our finding also speaks to the link between food-health gradient and human capital formation for a developing country such as Indonesia.

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  • Dr Mohammad Rafiqul Islam & Dr Nicholas Sim, 2021. "Education and Food Consumption Patterns: Quasi-Experimental Evidence from Indonesia," Papers 2109.08124, arXiv.org.
  • Handle: RePEc:arx:papers:2109.08124
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    as
    1. Willis, Robert J & Rosen, Sherwin, 1979. "Education and Self-Selection," Journal of Political Economy, University of Chicago Press, vol. 87(5), pages 7-36, October.
    2. Griliches, Zvi & Mason, William M, 1972. "Education, Income, and Ability," Journal of Political Economy, University of Chicago Press, vol. 80(3), pages 74-103, Part II, .
    3. Beverly Tepper & Lee Rosenzweig, 1999. "Assessing the importance of health and nutrition related factors on food demand: a variable preference investigation," Applied Economics, Taylor & Francis Journals, vol. 31(12), pages 1541-1549.
    4. Robert T. Michael, 1975. "Education and Consumption," NBER Chapters, in: Education, Income, and Human Behavior, pages 233-252, National Bureau of Economic Research, Inc.
    5. Mohammad Masud Alam & AFM Zakaria, 2021. "A Probit Estimation of Urban Bases of Environmental Awareness: Evidence from Sylhet City, Bangladesh," Papers 2107.08342, arXiv.org, revised Sep 2021.
    6. Abdulai, Awudu & Aubert, Dominique, 2004. "Nonparametric and parametric analysis of calorie consumption in Tanzania," Food Policy, Elsevier, vol. 29(2), pages 113-129, April.
    7. Stephen V. Cameron & Christopher Taber, 2004. "Estimation of Educational Borrowing Constraints Using Returns to Schooling," Journal of Political Economy, University of Chicago Press, vol. 112(1), pages 132-182, February.
    8. Esther Duflo, 2001. "Schooling and Labor Market Consequences of School Construction in Indonesia: Evidence from an Unusual Policy Experiment," American Economic Review, American Economic Association, vol. 91(4), pages 795-813, September.
    9. Angrist, Joshua D. & Krueger, Alan B., 1999. "Empirical strategies in labor economics," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 23, pages 1277-1366, Elsevier.
    10. Kane, Thomas J & Rouse, Cecilia Elena, 1995. "Labor-Market Returns to Two- and Four-Year College," American Economic Review, American Economic Association, vol. 85(3), pages 600-614, June.
    11. Anne Case & Angus Deaton, 1999. "School Inputs and Educational Outcomes in South Africa," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(3), pages 1047-1084.
    12. Titus J Galama & Hans van Kippersluis, 2019. "A Theory of Socio-economic Disparities in Health over the Life Cycle," The Economic Journal, Royal Economic Society, vol. 129(617), pages 338-374.
    13. Titus J. Galama & Hans van Kippersluis, 2010. "A Theory of Socioeconomic Disparities in Health over the Life Cycle," Tinbergen Institute Discussion Papers 10-079/3, Tinbergen Institute.
    14. Kling, Jeffrey R, 2001. "Interpreting Instrumental Variables Estimates of the Returns to Schooling," Journal of Business & Economic Statistics, American Statistical Association, vol. 19(3), pages 358-364, July.
    15. Erich Battistin & Richard Blundell & Arthur Lewbel, 2009. "Why Is Consumption More Log Normal than Income? Gibrat's Law Revisited," Journal of Political Economy, University of Chicago Press, vol. 117(6), pages 1140-1154, December.
    16. Margherita Comola & Luiz de Mello, 2010. "Educational attainment and selection into the labour market: The determinants of employment and earnings in Indonesia," Working Papers halshs-00564835, HAL.
    17. George Psacharopoulos & Harry Anthony Patrinos, 2004. "Returns to investment in education: a further update," Education Economics, Taylor & Francis Journals, vol. 12(2), pages 111-134.
    18. Colm Harmon; & Ian Walker, 1995. "Estimates of Economic Return to Schooling in the UK," Economics Department Working Paper Series n540195, Department of Economics, National University of Ireland - Maynooth.
    19. Melvin Stephens Jr. & Dou-Yan Yang, 2014. "Compulsory Education and the Benefits of Schooling," American Economic Review, American Economic Association, vol. 104(6), pages 1777-1792, June.
    20. Cutler, David M. & Lleras-Muney, Adriana, 2010. "Understanding differences in health behaviors by education," Journal of Health Economics, Elsevier, vol. 29(1), pages 1-28, January.
    21. Yen, Steven T. & Lin, Biing-Hwan & Davis, Christopher G., 2008. "Consumer knowledge and meat consumption at home and away from home," Food Policy, Elsevier, vol. 33(6), pages 631-639, December.
    22. Garen, John, 1984. "The Returns to Schooling: A Selectivity Bias Approach with a Continuous Choice Variable," Econometrica, Econometric Society, vol. 52(5), pages 1199-1218, September.
    23. Fulford, Scott, 2014. "Returns to Education in India," World Development, Elsevier, vol. 59(C), pages 434-450.
    24. Kristin F. Butcher & Anne Case, 1994. "The Effect of Sibling Sex Composition on Women's Education and Earnings," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(3), pages 531-563.
    25. Paxson, Christina H, 1992. "Using Weather Variability to Estimate the Response of Savings to Transitory Income in Thailand," American Economic Review, American Economic Association, vol. 82(1), pages 15-33, March.
    26. Dumauli, Magdalena Triasih, 2015. "Estimate of the private return on education in Indonesia: Evidence from sibling data," International Journal of Educational Development, Elsevier, vol. 42(C), pages 14-24.
    27. 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.
    28. Psacharopoulos, George, 1994. "Returns to investment in education: A global update," World Development, Elsevier, vol. 22(9), pages 1325-1343, September.
    29. Harmon, Colm & Walker, Ian, 1995. "Estimates of the Economic Return to Schooling for the United Kingdom," American Economic Review, American Economic Association, vol. 85(5), pages 1278-1286, December.
    30. O. Ashenfelter & D. Card (ed.), 1999. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 3, number 3.
    31. Leonard Wantchekon & Marko Klašnja & Natalija Novta, 2015. "Education and Human Capital Externalities: Evidence from Colonial Benin," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(2), pages 703-757.
    32. 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 223-255, March-Apr.
    33. Marcel Fafchamps & Forhad Shilpi, 2014. "Education and Household Welfare," Economic Development and Cultural Change, University of Chicago Press, vol. 63(1), pages 73-115.
    34. Wolpin, Kenneth I, 1982. "A New Test of the Permanent Income Hypothesis: The Impact of Weather on the Income and Consumption of Farm Households in India," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 23(3), pages 583-594, October.
    35. Harmon, Harmon & Ian Walker, 1995. "Estimates of the economic return to schooling for the UK," IFS Working Papers W95/12, Institute for Fiscal Studies.
    36. Ashenfelter, Orley & Krueger, Alan B, 1994. "Estimates of the Economic Returns to Schooling from a New Sample of Twins," American Economic Review, American Economic Association, vol. 84(5), pages 1157-1173, December.
    37. Adriana Lleras-Muney, 2005. "The Relationship Between Education and Adult Mortality in the United States," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(1), pages 189-221.
    38. Griliches, Zvi, 1977. "Estimating the Returns to Schooling: Some Econometric Problems," Econometrica, Econometric Society, vol. 45(1), pages 1-22, January.
    39. Alam, Mohammad Masud, 2013. "A Probit Estimation of Urban Bases of Environmental Awareness: Evidence from Sylhet City, Bangladesh," MPRA Paper 108711, University Library of Munich, Germany.
    40. Musgrove, Philip, 1979. "Permanent Household Income and Consumption in Urban South America," American Economic Review, American Economic Association, vol. 69(3), pages 355-368, June.
    41. Alem, Yonas & Söderbom, Måns, 2012. "Household-Level Consumption in Urban Ethiopia: The Effects of a Large Food Price Shock," World Development, Elsevier, vol. 40(1), pages 146-162.
    42. Paxson, Christina H, 1993. "Consumption and Income Seasonality in Thailand," Journal of Political Economy, University of Chicago Press, vol. 101(1), pages 39-72, February.
    43. Card, David, 1999. "The causal effect of education on earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 30, pages 1801-1863, Elsevier.
    44. Cain, J. Salcedo & Hasan, Rana & Magsombol, Rhoda & Tandon, Ajay, 2010. "Accounting for Inequality in India: Evidence from Household Expenditures," World Development, Elsevier, vol. 38(3), pages 282-297, March.
    45. Chaudhuri, S. & Paxson, C., 1993. "Consumption Smoothing and Income Seasonality in Rural India," Papers 173, Princeton, Woodrow Wilson School - Development Studies.
    46. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
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