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Is there a positive relationship between the complexity of export structure and the amount of human capital?

Author

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  • Andrei Smirnov

    (European University at St. Petersburg, St. Petersburg, Russian Federation)

  • Yulia Raskina

    (European University at St. Petersburg, St. Petersburg, Russian Federation;)

Abstract

This paper examines the relationship between the increasing technological sophistication of exports and the amount of human capital. Using the ARDL model with heterogeneous coefficients (Mean Group ARDL) and its extension to CS-ARDL to account for cross-sectional dependence, we show that there is a stable positive relationship between the technological sophistication of exports (EXPY index and five export categories) and the human capital index in the short term. In addition, our research proposes estimates of regression coefficients using instrumental variables based on error heteroscedasticity.

Suggested Citation

  • Andrei Smirnov & Yulia Raskina, 2025. "Is there a positive relationship between the complexity of export structure and the amount of human capital?," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 78, pages 90-115.
  • Handle: RePEc:ris:apltrx:0523
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    File URL: http://pe.cemi.rssi.ru/pe_2025_78_090-115.pdf
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    References listed on IDEAS

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    1. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    2. Christopher F Baum & Arthur Lewbel, 2019. "Advice on using heteroskedasticity-based identification," Stata Journal, StataCorp LLC, vol. 19(4), pages 757-767, December.
    3. Alexander Chudik & Kamiar Mohaddes & M. Hashem Pesaran & Mehdi Raissi, 2017. "Is There a Debt-Threshold Effect on Output Growth?," The Review of Economics and Statistics, MIT Press, vol. 99(1), pages 135-150, March.
    4. Hanushek, Eric A. & Woessmann, Ludger, 2011. "The Economics of International Differences in Educational Achievement," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 3, chapter 2, pages 89-200, Elsevier.
    5. Sanderson, Eleanor & Windmeijer, Frank, 2016. "A weak instrument F-test in linear IV models with multiple endogenous variables," Journal of Econometrics, Elsevier, vol. 190(2), pages 212-221.
    6. Yulin Hou & Cem Karayalcin, 2019. "Exports of primary goods and human capital accumulation," Review of International Economics, Wiley Blackwell, vol. 27(5), pages 1371-1408, November.
    7. Ricardo Hausmann & Jason Hwang & Dani Rodrik, 2007. "What you export matters," Journal of Economic Growth, Springer, vol. 12(1), pages 1-25, March.
    8. Eric V. Edmonds & Nina Pavcnik & Petia Topalova, 2010. "Trade Adjustment and Human Capital Investments: Evidence from Indian Tariff Reform," American Economic Journal: Applied Economics, American Economic Association, vol. 2(4), pages 42-75, October.
    9. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    10. Stephan Huber, 2018. "Indicators of Product Sophistication and Factor Intensities: Measurement Matters," Contributions to Economics, in: Product Characteristics in International Economics, chapter 0, pages 9-50, Springer.
    11. David Atkin, 2016. "Endogenous Skill Acquisition and Export Manufacturing in Mexico," American Economic Review, American Economic Association, vol. 106(8), pages 2046-2085, August.
    12. Psacharopoulos, George, 1994. "Returns to investment in education: A global update," World Development, Elsevier, vol. 22(9), pages 1325-1343, September.
    13. Joakim Westerlund, 2005. "New Simple Tests for Panel Cointegration," Econometric Reviews, Taylor & Francis Journals, vol. 24(3), pages 297-316.
    14. Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July.
    15. Arthur Lewbel, 2012. "Using Heteroscedasticity to Identify and Estimate Mismeasured and Endogenous Regressor Models," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 30(1), pages 67-80.
    16. Tore Bersvendsen & Jan Ditzen, 2021. "Testing for slope heterogeneity in Stata," Stata Journal, StataCorp LLC, vol. 21(1), pages 51-80, March.
    17. Jan Ditzen, 2018. "Estimating dynamic common-correlated effects in Stata," Stata Journal, StataCorp LLC, vol. 18(3), pages 585-617, September.
    18. Blanchard, Emily J. & Olney, William W., 2017. "Globalization and human capital investment: Export composition drives educational attainment," Journal of International Economics, Elsevier, vol. 106(C), pages 165-183.
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    Keywords

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    JEL classification:

    • F14 - International Economics - - Trade - - - Empirical Studies of Trade
    • F16 - International Economics - - Trade - - - Trade and Labor Market Interactions
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity

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