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The Utilization-adjusted Human Capital Index (UHCI)

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  • Pennings,Steven Michael

Abstract

The World Bank Human Capital Index (HCI) is based on the productivity gains of future workers from human capital accumulation. But in many developing countries, a sizeable fraction of people are not employed, or are in jobs in which they cannot fully use their skills and cognitive abilities to increase their productivity. The Utilization-adjusted Human Capital Indices (UHCIs) adjust the HCI for labor-market underutilization of human capital, based on fraction of the working age population that are employed, or are in the types of jobs where they might be better able to use their skills and abilities to increase their productivity (“better employment†). The UHCIs generalize the growth-based interpretation of the HCI: the inverse of a country's UHCI score represents long-run GDP per capita with complete human capital and complete utilization, relative to that under the status quo. The UHCIs are designed to complement the HCI, and not to replace it: they have different purposes, and the challenges of measuring utilization mean that the UHCIs should be interpreted with caution for policy analysis. Both utilization measures are available for more than 160 countries, and are roughly U-shaped in per capita income, suggesting human capital is particularly underutilized in middle-income countries. Human capital is also underutilized for women: while the HCI is roughly equal across boys and girls, female UHCIs are typically lower than those for males, driven by lower employment rates.

Suggested Citation

  • Pennings,Steven Michael, 2020. "The Utilization-adjusted Human Capital Index (UHCI)," Policy Research Working Paper Series 9375, The World Bank.
  • Handle: RePEc:wbk:wbrwps:9375
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    References listed on IDEAS

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    2. Tran, Tuyen Quang & Thi Vu, Ngoc Bich & Van Le, Dao & Hoang Vu, Linh, 2025. "Vertical and horizontal job-education mismatches and wages: A quantitative analysis of university graduates in Vietnam," International Journal of Educational Development, Elsevier, vol. 117(C).
    3. Shazia Kousar & Farhan Ahmed & Muhammad Afzal & Juan E. Trinidad Segovia, 2023. "Is government spending in the education and health sector necessary for human capital development?," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 10(1), pages 1-11, December.
    4. Demirgüç-Kunt, Asli & Torre, Iván, 2022. "Measuring human capital in middle income countries," Journal of Comparative Economics, Elsevier, vol. 50(4), pages 1036-1067.
    5. Vijaya Kumar M. & Balu B., 2024. "Estimating the Impact of Human Capital Underutilization on the Productivity and Economic Growth in India," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(1), pages 5018-5042, March.

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