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IQ, grit, and academic achievement: Evidence from rural China

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  • He, Xinyue
  • Wang, Huan
  • Chang, Fang
  • Dill, Sarah-Eve
  • Liu, Han
  • Tang, Bin
  • Shi, Yaojiang

Abstract

Promoting an educated labor force is critical for emerging economies. Educational achievement, in turn, depends heavily on general cognitive abilities as well as non-cognitive skills, such as grit. Current research, however, has not examined how cognition and grit may explain the academic performance of students in an economically disadvantaged context. Thus, this study examines how IQ and grit contribute to academic achievement gains for students in poor areas of rural China. Drawing on data from 2931 students in rural China, we measure general cognitive ability, using the Wechsler Intelligence Scale for Children, Fourth Edition (WISC-IV) and Raven’s Standard Progressive Matrices (Raven IQ); non-cognitive ability, using the Short Grit Scale; and academic achievement, using a curricular-based mathematics exam. We find that IQ and grit each predict achievement gains for the average student. Grit is not positively associated with achievement gains among low-IQ students, however, suggesting that grit does not translate into academic achievement gains for students with delays in general cognitive ability.

Suggested Citation

  • He, Xinyue & Wang, Huan & Chang, Fang & Dill, Sarah-Eve & Liu, Han & Tang, Bin & Shi, Yaojiang, 2021. "IQ, grit, and academic achievement: Evidence from rural China," International Journal of Educational Development, Elsevier, vol. 80(C).
    • Handle: RePEc:eee:injoed:v:80:y:2021:i:c:s073805932030465x
    DOI: 10.1016/j.ijedudev.2020.102306
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    as
    1. Lex Borghans & Bart Golsteyn & James J. Heckman & John Eric Humphries, 2016. "What Grades and Achievement Tests Measure," Working Papers 2016-022, Human Capital and Economic Opportunity Working Group.
    2. Peña, Pablo A. & Duckworth, Angela L., 2018. "The effects of relative and absolute age in the measurement of grit from 9th to 12th grade," Economics of Education Review, Elsevier, vol. 66(C), pages 183-190.
    3. Heckman, James J. & Yi, Junjian, 2012. "Human Capital, Economic Growth, and Inequality in China," IZA Discussion Papers 6550, Institute of Labor Economics (IZA).
    4. Timothy F. Bresnahan & Erik Brynjolfsson & Lorin M. Hitt, 2002. "Information Technology, Workplace Organization, and the Demand for Skilled Labor: Firm-Level Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(1), pages 339-376.
    5. Lex Borghans & Angela Lee Duckworth & James J. Heckman & Bas ter Weel, 2008. "The Economics and Psychology of Personality Traits," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    6. Tim Kautz & James J. Heckman & Ron Diris & Bas ter Weel & Lex Borghans, 2014. "Fostering and Measuring Skills: Improving Cognitive and Non-cognitive Skills to Promote Lifetime Success," OECD Education Working Papers 110, OECD Publishing.
    7. Flavio Cunha & James J. Heckman, 2008. "Formulating, Identifying and Estimating the Technology of Cognitive and Noncognitive Skill Formation," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    8. James J. Heckman & Jora Stixrud & Sergio Urzua, 2006. "The Effects of Cognitive and Noncognitive Abilities on Labor Market Outcomes and Social Behavior," Journal of Labor Economics, University of Chicago Press, vol. 24(3), pages 411-482, July.
    9. Bresnahan, Timothy F, 1999. "Computerisation and Wage Dispersion: An Analytical Reinterpretation," Economic Journal, Royal Economic Society, vol. 109(456), pages 390-415, June.
    10. Heckman, James J., 2007. "The Economics, Technology and Neuroscience of Human Capability Formation," IZA Discussion Papers 2875, Institute of Labor Economics (IZA).
    11. Brunello, Giorgio & Schlotter, Martin, 2011. "Non Cognitive Skills and Personality Traits: Labour Market Relevance and their Development in Education & Training Systems," IZA Discussion Papers 5743, Institute of Labor Economics (IZA).
    12. Linxiu Zhang & Hongmei Yi & Renfu Luo & Changfang Liu & Scott Rozelle, 2013. "The human capital roots of the middle income trap: the case of China," Agricultural Economics, International Association of Agricultural Economists, vol. 44(s1), pages 151-162, November.
    13. Huan Wang & James Chu & Prashant Loyalka & Tao Xin & Yaojiang Shi & Qinghe Qu & Chu Yang, 2016. "Can Social–Emotional Learning Reduce School Dropout in Developing Countries?," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 35(4), pages 818-847, September.
    14. 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.
    15. Yi, Hongmei & Song, Yingquan & Liu, Chengfang & Huang, Xiaoting & Zhang, Linxiu & Bai, Yunli & Ren, Baoping & Shi, Yaojiang & Loyalka, Prashant & Chu, James & Rozelle, Scott, 2015. "Giving kids a head start: The impact and mechanisms of early commitment of financial aid on poor students in rural China," Journal of Development Economics, Elsevier, vol. 113(C), pages 1-15.
    16. Wang, Huan & Yang, Chu & He, Fei & Shi, Yaojiang & Qu, Qinghe & Rozelle, Scott & Chu, James, 2015. "Mental health and dropout behavior: A cross-sectional study of junior high students in northwest rural China," International Journal of Educational Development, Elsevier, vol. 41(C), pages 1-12.
    17. Stanislav Kolenikov & Gustavo Angeles, 2009. "Socioeconomic Status Measurement With Discrete Proxy Variables: Is Principal Component Analysis A Reliable Answer?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 55(1), pages 128-165, March.
    18. David H. Autor & Lawrence F. Katz & Alan B. Krueger, 1998. "Computing Inequality: Have Computers Changed the Labor Market?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1169-1213.
    19. Heckman, James J., 2013. "Giving Kids a Fair Chance," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262019132, December.
    20. Zhao, Qiran & Wang, Xiaobing & Rozelle, Scott, 2019. "Better cognition, better school performance? Evidence from primary schools in China," China Economic Review, Elsevier, vol. 55(C), pages 199-217.
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    Cited by:

    1. Hofmeyr, Heleen, 2021. "Perseverance, passion and poverty: Examining the association between grit and reading achievement in high-poverty schools in South Africa," International Journal of Educational Development, Elsevier, vol. 83(C).

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    More about this item

    Keywords

    Cognitive ability; Non-Cognitive ability; Academic achievement; Junior high school; Rural China;
    All these keywords.

    JEL classification:

    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • I24 - Health, Education, and Welfare - - Education - - - Education and Inequality
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity

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