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Non-linear links between human capital, educational inequality and income inequality, evidence from China

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  • Mo Xu
  • Shifeng Chen
  • Jian Chen
  • Taiming Zhang

Abstract

This study aims to reveal short-run and long-run asymmetries among human capital, educational inequality, and income inequality in China over the period 1975–2020 using a nonlinear autoregressive distributed lag (NARDL) model. The estimated long-run asymmetry parameters reflect that positive shocks to secondary education (SSE) and higher education (HE) are negatively correlated with income Gini coefficient. The adverse shocks of secondary education (SSE) and higher education (HE) stimulate the Gini coefficient of income, but the effect of secondary education (SSE) on the Gini coefficient of income is not significant, while that of higher education (HE) is significant. The results also highlight that, in the long run, there is a significant asymptotic effect of the education Gini coefficient (educational inequality) and economic growth on the income Gini coefficient (income inequality). However, physical capital stock has a significant adverse effect on income inequality in the long run. Higher education significantly promotes educational inequality, while the square of higher education significantly reduces educational inequality, thus verifying the inverted U-shaped Kuznets curve hypothesis between higher education and educational inequality. Strategically, this study suggests higher education as a powerful tool for mitigating income inequality by emphasizing educational equity.

Suggested Citation

  • Mo Xu & Shifeng Chen & Jian Chen & Taiming Zhang, 2023. "Non-linear links between human capital, educational inequality and income inequality, evidence from China," PLOS ONE, Public Library of Science, vol. 18(8), pages 1-18, August.
  • Handle: RePEc:plo:pone00:0288966
    DOI: 10.1371/journal.pone.0288966
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    as
    1. Noman Arshed & Awais Anwar & Muhammad Shahid Hassan & Samra Bukhari, 2019. "Education stock and its implication for income inequality: The case of Asian economies," Review of Development Economics, Wiley Blackwell, vol. 23(2), pages 1050-1066, May.
    2. Kwiatkowski, Denis & Phillips, Peter C. B. & Schmidt, Peter & Shin, Yongcheol, 1992. "Testing the null hypothesis of stationarity against the alternative of a unit root : How sure are we that economic time series have a unit root?," Journal of Econometrics, Elsevier, vol. 54(1-3), pages 159-178.
    3. Amjad M. Kisswani & Khalid M. Kisswani, 2019. "Modeling the employment–oil price nexus: A non-linear cointegration analysis for the U.S. market," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 28(7), pages 902-918, October.
    4. Tiago Neves Sequeira & Marcelo Santos & Alexandra Ferreira-Lopes, 2017. "Income Inequality, TFP, and Human Capital," The Economic Record, The Economic Society of Australia, vol. 93(300), pages 89-111, March.
    5. Antràs, Pol & de Gortari, Alonso & Itskhoki, Oleg, 2017. "Globalization, inequality and welfare," Journal of International Economics, Elsevier, vol. 108(C), pages 387-412.
    6. Michael R.M. Abrigo & Sang-Hyop Lee & Donghyun Park, 2018. "Human Capital Spending, Inequality, and Growth in Middle-Income Asia," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 54(6), pages 1285-1303, May.
    7. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    8. Benjamin F. Jones, 2019. "The Human Capital Stock: A Generalized Approach: Reply," American Economic Review, American Economic Association, vol. 109(3), pages 1175-1195, March.
    9. Hyeon‐Seung Huh & Cyn‐Young Park, 2021. "A new index of globalisation: Measuring impacts of integration on economic growth and income inequality," The World Economy, Wiley Blackwell, vol. 44(2), pages 409-443, February.
    10. P�ter F�ldv�ri & Bas van Leeuwen, 2011. "Should less inequality in education lead to a more equal income distribution?," Education Economics, Taylor & Francis Journals, vol. 19(5), pages 537-554, February.
    11. Murat Cetin & Harun Demir & Selin Saygin, 2021. "Financial Development, Technological Innovation and Income Inequality: Time Series Evidence from Turkey," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 156(1), pages 47-69, July.
    12. David J. Deming, 2022. "Four Facts about Human Capital," Journal of Economic Perspectives, American Economic Association, vol. 36(3), pages 75-102, Summer.
    13. Juan Yang & Man Gao, 2018. "The impact of education expansion on wage inequality," Applied Economics, Taylor & Francis Journals, vol. 50(12), pages 1309-1323, March.
    14. Jong-Wha Lee & Hanol Lee, 2018. "Human capital and income inequality," Journal of the Asia Pacific Economy, Taylor & Francis Journals, vol. 23(4), pages 554-583, October.
    15. Amparo Castelló-Climent & Rafael Doménech, 2021. "Human capital and income inequality revisited," Education Economics, Taylor & Francis Journals, vol. 29(2), pages 194-212, March.
    16. Knight, J B & Sabot, R H, 1983. "Educational Expansion and the Kuznets Effect," American Economic Review, American Economic Association, vol. 73(5), pages 1132-1136, December.
    17. David Coady & Allan Dizioli, 2018. "Income inequality and education revisited: persistence, endogeneity and heterogeneity," Applied Economics, Taylor & Francis Journals, vol. 50(25), pages 2747-2761, May.
    18. Youshu Li & Junjie Guo, 2022. "The asymmetric impacts of oil price and shocks on inflation in BRICS: a multiple threshold nonlinear ARDL model," Applied Economics, Taylor & Francis Journals, vol. 54(12), pages 1377-1395, March.
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