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Why are cognitive abilities of children so different across countries? The link between major socioeconomic factors and PISA test scores

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  • Burhan, Nik Ahmad Sufian
  • Md. Yunus, Melor
  • Tovar, María Elena Labastida
  • Burhan, Nik Mohd Ghazi

Abstract

Path analysis was employed to examine the effects of socioeconomic factors on children’s level of cognitive ability (measured by PISA scores) at a cross-country level (N=55). The results showed that children’s level of schooling had a positive direct effect on their cognitive ability, while the direct effects of adult fertility rate and child mortality were significantly negative. As we found that child mortality had the largest total effect on cognitive ability, the results also confirmed that per capita income had indirectly channeled its positive effect on cognitive ability through the reduction in child mortality. Moreover, in the long term, parents’ education level had the largest positive indirect effect on cognitive ability because it significantly increased children’s schooling rate and reduced the fertility rate. We suggest that, in the countries considered herein, well-educated parents have higher awareness of quality of life that indirectly raises the cognitive ability of their children.

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  • Burhan, Nik Ahmad Sufian & Md. Yunus, Melor & Tovar, María Elena Labastida & Burhan, Nik Mohd Ghazi, 2016. "Why are cognitive abilities of children so different across countries? The link between major socioeconomic factors and PISA test scores," MPRA Paper 77239, University Library of Munich, Germany.
  • Handle: RePEc:pra:mprapa:77239
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    as
    1. Anders Björklund & Mikael Lindahl & Erik Plug, 2006. "The Origins of Intergenerational Associations: Lessons from Swedish Adoption Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(3), pages 999-1028.
    2. Becker, Gary S & Tomes, Nigel, 1976. "Child Endowments and the Quantity and Quality of Children," Journal of Political Economy, University of Chicago Press, vol. 84(4), pages 143-162, August.
    3. James Heckman & Flavio Cunha, 2007. "The Technology of Skill Formation," American Economic Review, American Economic Association, vol. 97(2), pages 31-47, May.
    4. Michael Kremer, 1993. "The O-Ring Theory of Economic Development," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 551-575.
    5. Mahmood Hussain & Keith E. Maskus, 2003. "Child Labour Use and Economic Growth: An Econometric Analysis," The World Economy, Wiley Blackwell, vol. 26(7), pages 993-1017, July.
    6. repec:pri:cheawb:case_paxson_economic_status_paper is not listed on IDEAS
    7. Philip Oreopoulos & Marianne E. Page, 2006. "The Intergenerational Effects of Compulsory Schooling," Journal of Labor Economics, University of Chicago Press, vol. 24(4), pages 729-760, October.
    8. Blanchflower, David G & Oswald, Andrew J, 1998. "What Makes an Entrepreneur?," Journal of Labor Economics, University of Chicago Press, vol. 16(1), pages 26-60, January.
    9. Janet Currie & Mark Stabile, 2003. "Socioeconomic Status and Child Health: Why Is the Relationship Stronger for Older Children?," American Economic Review, American Economic Association, vol. 93(5), pages 1813-1823, December.
    10. Bruce Sacerdote, 2002. "The Nature and Nurture of Economic Outcomes," American Economic Review, American Economic Association, vol. 92(2), pages 344-348, May.
    11. Pedro Carneiro & James J. Heckman, 2002. "The Evidence on Credit Constraints in Post--secondary Schooling," Economic Journal, Royal Economic Society, vol. 112(482), pages 705-734, October.
    12. John Bongaarts, 2010. "The causes of educational differences in fertility in Sub-Saharan Africa," Vienna Yearbook of Population Research, Vienna Institute of Demography (VID) of the Austrian Academy of Sciences in Vienna, vol. 8(1), pages 31-50.
    13. Sandra E. Black & Paul J. Devereux & Kjell G. Salvanes, 2007. "From the Cradle to the Labor Market? The Effect of Birth Weight on Adult Outcomes," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(1), pages 409-439.
    14. anonymous, 2000. "International ACH debuts at the Federal Reserve," Financial Update, Federal Reserve Bank of Atlanta, vol. 13(Apr), pages 1-3.
    15. Black, Sandra E. & Devereux, Paul J. & Salvanes, Kjell G., 2009. "Like father, like son? A note on the intergenerational transmission of IQ scores," Economics Letters, Elsevier, vol. 105(1), pages 138-140, October.
    16. 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.
    17. 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.
    18. de Walque, Damien, 2007. "How does the impact of an HIV/AIDS information campaign vary with educational attainment? Evidence from rural Uganda," Journal of Development Economics, Elsevier, vol. 84(2), pages 686-714, November.
    19. Flynn, James R., 2009. "Requiem for nutrition as the cause of IQ gains: Raven's gains in Britain 1938-2008," Economics & Human Biology, Elsevier, vol. 7(1), pages 18-27, March.
    20. Sandra E. Black & Paul J. Devereux & Kjell G. Salvanes, 2005. "Why the Apple Doesn't Fall Far: Understanding Intergenerational Transmission of Human Capital," American Economic Review, American Economic Association, vol. 95(1), pages 437-449, March.
    21. Magnus Carlsson & Gordon B. Dahl & Björn Öckert & Dan-Olof Rooth, 2015. "The Effect of Schooling on Cognitive Skills," The Review of Economics and Statistics, MIT Press, vol. 97(3), pages 533-547, July.
    22. Jeffrey S. Zax & Daniel I. Rees, 2002. "IQ, Academic Performance, Environment, and Earnings," The Review of Economics and Statistics, MIT Press, vol. 84(4), pages 600-616, November.
    23. Hoyt Bleakley, 2010. "Health, Human Capital, and Development," Annual Review of Economics, Annual Reviews, vol. 2(1), pages 283-310, September.
    24. Torberg Falch & Sofia Sandgren Massih, 2011. "The Effect Of Education On Cognitive Ability," Economic Inquiry, Western Economic Association International, vol. 49(3), pages 838-856, July.
    25. Elizabeth U. Cascio & Ethan G. Lewis, 2006. "Schooling and the Armed Forces Qualifying Test: Evidence from School-Entry Laws," Journal of Human Resources, University of Wisconsin Press, vol. 41(2).
    26. Gary S. Becker & Robert J. Barro, 1988. "A Reformulation of the Economic Theory of Fertility," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 103(1), pages 1-25.
    27. Jere R. Behrman & Mark R. Rosenzweig, 2004. "Returns to Birthweight," The Review of Economics and Statistics, MIT Press, vol. 86(2), pages 586-601, May.
    28. Åslund, Olof & Grönqvist, Hans, 2010. "Family size and child outcomes: Is there really no trade-off?," Labour Economics, Elsevier, vol. 17(1), pages 130-139, January.
    29. Gianni De Fraja & Tania Oliveira & Luisa Zanchi, 2010. "Must Try Harder: Evaluating the Role of Effort in Educational Attainment," The Review of Economics and Statistics, MIT Press, vol. 92(3), pages 577-597, August.
    30. 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.
    31. Sandra E. Black & Paul J. Devereux & Kjell G. Salvanes, 2005. "The More the Merrier? The Effect of Family Size and Birth Order on Children's Education," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 669-700.
    32. Jones, Garett, 2013. "The O-ring sector and the Foolproof sector: An explanation for skill externalities," Journal of Economic Behavior & Organization, Elsevier, vol. 85(C), pages 1-10.
    33. Gary S. Becker & H. Gregg Lewis, 1974. "Interaction between Quantity and Quality of Children," NBER Chapters, in: Economics of the Family: Marriage, Children, and Human Capital, pages 81-90, National Bureau of Economic Research, Inc.
    34. SandraE. Black & PaulJ. Devereux & KjellG. Salvanes, 2008. "Staying in the Classroom and out of the maternity ward? The effect of compulsory schooling laws on teenage births," Economic Journal, Royal Economic Society, vol. 118(530), pages 1025-1054, July.
    35. repec:pri:cheawb:case_paxson_economic_status_paper.pdf is not listed on IDEAS
    36. Judith Blake, 1981. "Family size and the quality of children," Demography, Springer;Population Association of America (PAA), vol. 18(4), pages 421-442, November.
    37. Subbarao, K & Raney, Laura, 1995. "Social Gains from Female Education: A Cross-National Study," Economic Development and Cultural Change, University of Chicago Press, vol. 44(1), pages 105-128, October.
    38. Karin Monstad & Carol Propper & Kjell G. Salvanes, 2008. "Education and Fertility: Evidence from a Natural Experiment," Scandinavian Journal of Economics, Wiley Blackwell, vol. 110(4), pages 827-852, December.
    39. Joshua Angrist & Victor Lavy & Analia Schlosser, 2010. "Multiple Experiments for the Causal Link between the Quantity and Quality of Children," Journal of Labor Economics, University of Chicago Press, vol. 28(4), pages 773-824, October.
    40. Kalemli-Ozcan, Sebnem, 2003. "A stochastic model of mortality, fertility, and human capital investment," Journal of Development Economics, Elsevier, vol. 70(1), pages 103-118, February.
    41. Jerik Hanushek & Dennis Kimko, 2006. "Schooling, Labor-force Quality, and the Growth of Nations," Voprosy obrazovaniya / Educational Studies Moscow, National Research University Higher School of Economics, issue 1, pages 154-193.
    42. Ding, Weili & Lehrer, Steven F. & Rosenquist, J.Niels & Audrain-McGovern, Janet, 2009. "The impact of poor health on academic performance: New evidence using genetic markers," Journal of Health Economics, Elsevier, vol. 28(3), pages 578-597, May.
    43. David H. Autor & Lawrence F. Katz & Melissa S. Kearney, 2008. "Trends in U.S. Wage Inequality: Revising the Revisionists," The Review of Economics and Statistics, MIT Press, vol. 90(2), pages 300-323, May.
    44. Sonalde Desai & Soumya Alva, 1998. "Maternal education and child health: Is there a strong causal relationship?," Demography, Springer;Population Association of America (PAA), vol. 35(1), pages 71-81, February.
    45. 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.
    46. Arnaud Chevalier & Gauthier Lanot, 2002. "The Relative Effect of Family Characteristics and Financial Situation on Educational Achievement," Education Economics, Taylor & Francis Journals, vol. 10(2), pages 165-181.
    47. Burhan, Nik Ahmad Sufian & Sidek, Abdul Halim & Kurniawan, Yohan & Mohamad, Mohd Rosli, 2014. "Has Globalization Triggered Collective Impact of National Intelligence on Economic Growth?," MPRA Paper 77316, University Library of Munich, Germany.
    48. repec:ucn:wpaper:10197/317 is not listed on IDEAS
    49. 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.
    50. World Bank, 2013. "World Development Indicators 2013," World Bank Publications - Books, The World Bank Group, number 13191.
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    Cited by:

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    More about this item

    Keywords

    cognitive ability; cross-country analysis; education; parents; PISA scores; socioeconomic;
    All these keywords.

    JEL classification:

    • I25 - Health, Education, and Welfare - - Education - - - Education and Economic Development
    • J13 - Labor and Demographic Economics - - Demographic Economics - - - Fertility; Family Planning; Child Care; Children; Youth
    • O20 - Economic Development, Innovation, Technological Change, and Growth - - Development Planning and Policy - - - General

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