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Latent heterogeneity to evaluate the effect of human capital on world technology frontier

Author

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  • Mastromarco, Camilla
  • Simar, Léopold

    (Université catholique de Louvain, LIDAM/ISBA, Belgium)

Abstract

Although human capital has been recognized as playing important role in spurring productivity growth, its empirical effect remains ambiguous due to the possibility of latent heterogeneity. To reveal the impact of this important driver of economic growth, we propose an alternative empirical methodology, robust frontier in non parametric location-scale models for accommodating simultaneously the problem of model specification uncertainty, latent heterogeneity and cross-section dependence in modelling technical efficiency. We estimate a nonparametric frontier model to define the world technology frontier of 40 countries over the period 1970–2007. Conditional versions of the frontier enables us to investigate the effect of external factors on the production process. One of these factors will allow to measure the openness of the economy of the country and the second will be this latent factor of heterogeneity linked to the absorptive capability and hence to human capital of the country. We have to adjust the methodology to take into account the panel structure of our data set, i.e., handling the time dimension and the cross-sectional dependence affecting the process. Our findings prove that human capital plays an important role in accelerating the technological catch-up (increase in the efficiency) but not on the technological changes (shifts in the frontier). This result seems to confirm the theoretical hypothesis that countries benefit from new technology (technological catch-up) only when they have the ability to exploit it, hence only when they have high level of absorptive capability.

Suggested Citation

  • Mastromarco, Camilla & Simar, Léopold, 2021. "Latent heterogeneity to evaluate the effect of human capital on world technology frontier," LIDAM Reprints ISBA 2021009, Université catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA).
  • Handle: RePEc:aiz:louvar:2021009
    DOI: https://doi.org/10.1007/s11123-021-00597-x
    Note: In: Journal of Productivity Analysis, Vol. 55, p. 71–89 (2021)
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    Cited by:

    1. Paul W. Wilson & Shirong Zhao, 2025. "A non-parametric analysis of world productivity growth, 1990–2019," Annals of Operations Research, Springer, vol. 346(3), pages 2253-2285, March.
    2. Lovlyn Ekeowa Kelvin-Iloafu & Francis Ezieshi Monyei & Wilfred Isioma Ukpere & Happiness Ozioma Obi-Anike & Phina Njideka Onyekwelu, 2023. "The Impact of Human Capital Development on the Sustainability and Innovativeness of Deposit Money Banks’ Workforces," Sustainability, MDPI, vol. 15(14), pages 1-15, July.
    3. F. S. Fall & H. Tchakoute Tchuigoua & A. Vanhems & L. Simar, 2023. "Investigating the unobserved heterogeneity effect on outreach to women: lessons from microfinance institutions," Annals of Operations Research, Springer, vol. 328(2), pages 1365-1386, September.
    4. Katherine Wynn & Mingji Liu & Jasmine Cohen, 2022. "Quantifying the economy‐wide returns to innovation for Australia," Australian Economic Papers, Wiley Blackwell, vol. 61(3), pages 591-614, September.
    5. Kassoum Ayouba, 2023. "Spatial dependence in production frontier models," Journal of Productivity Analysis, Springer, vol. 60(1), pages 21-36, August.
    6. Irena Lacka & Lukasz Brzezicki, 2021. "The Efficiency and Productivity Evaluation of National Innovation Systems in Europe," European Research Studies Journal, European Research Studies Journal, vol. 0(Special 2), pages 471-496.
    7. Fall, François Seck & Tchakoute Tchuigoua, Hubert & Vanhems, Anne & Simar, Léopold, 2024. "A panel analysis of microfinance efficiency measures: Evidence on the effects of unobserved managerial ability," LIDAM Discussion Papers ISBA 2024020, Université catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA).
    8. Zhao Li & Yujing Chu & Hang Fang, 2022. "Hierarchical Education Investment and Economic Growth in China," SAGE Open, , vol. 12(2), pages 21582440221, June.
    9. Yulia Gruzina & Irina Firsova & Wadim Strielkowski, 2021. "Dynamics of Human Capital Development in Economic Development Cycles," Economies, MDPI, vol. 9(2), pages 1-18, May.
    10. repec:ers:journl:v:xxiv:y:2021:i:special3:p:471-496 is not listed on IDEAS
    11. Rouven E. Haschka & Helmut Herwartz, 2022. "Endogeneity in pharmaceutical knowledge generation: An instrument‐free copula approach for Poisson frontier models," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 31(4), pages 942-960, November.

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