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The Human CapitalIndex Public Disclosure Authorized The Human Capital Index 2020 2020 2020 UPDATE Public Disclosure Authorized UPDATE Human Capital in the Time of COVID-19 Public Disclosure Authorized Public Disclosure Authorized The Human Capital Index 2020 UPDATE The Human Capital Index 2020 UPDATE Human Capital in the Time of COVID-19 © 2021 International Bank for Reconstruction and Development / The World Bank 1818 H Street NW, Washington, DC 20433 Telephone: 202-473-1000; Internet: www.worldbank.org Some rights reserved 1 2 3 4 24 23 22 21 This work is a product of the staff of The World Bank with external contributions. The findings, interpretations, and conclusions expressed in this work do not necessarily reflect the views of The orldW Bank, its Board of Executive Directors, or the governments they represent. The World Bank does not guarantee the accuracy of the data included in this work. 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ISBN (paper): 978-1-4648-1552-2 ISBN (electronic): 978-1-4648-1647-5 DOI: 10.1596/978-1-4648-1552-2 Cover and interior design: Jihane El Khoury Roederer, World Bank Library of Congress Control Number: 2020951890 Contents Acknowledgments ........................................................................................................................... XV About the Authors .......................................................................................................................... XVII Abbreviations .................................................................................................................................... XIX Introduction ....................................................................................................................... XXII Overview .................................................................................................................................. 4 The HCI 2020 update ...................................................................................................................... 5 Income alone does not explain cross-country differences in human capital ............... 5 Most economies achieved human capital gains in the decade before COVID-19 ....... 6 The extent to which disadvantaged households benefited from human capital gains over time varies across economies ..................................................................... 7 HCI simulations reveal COVID-19’s large impact on human capital ............................... 8 A measure of utilization of human capital highlights significant gender gaps ............. 9 Better measurement enables better policy ............................................................................. 10 Notes ..................................................................................................................................................... 11 References .......................................................................................................................................... 12 1 The Human Capital Index 2020 Update .................................................................. 14 1.1 The HCI methodology .......................................................................................................... 16 1.2 The HCI 2020 .......................................................................................................................... 18 1.3 HCI 2020: Index components ........................................................................................... 23 1.4 HCI measures of gender gaps in human capital ......................................................... 30 1.5 Human capital in fragile and conflict-affected contexts ............................................ 34 1.6 The HCI 2020 update .......................................................................................................... 39 Notes .................................................................................................................................................... 42 References .......................................................................................................................................... 43 2 Human Capital Accumulation over Time .................................................................. 46 2.1 Human capital accumulation over the past decade ..................................................... 47 2.2 Changes in key human capital dimensions over the past decade .......................... 52 VIII CONTEnts 2.3 A longer-run view of country progress ........................................................................... 72 Notes ......................................................................................................................................................76 References .......................................................................................................................................... 78 3 Accumulation Interrupted? COVID-19 and Human Capital ................................... 82 3.1 Transmission of the COVID-19 shock to human capital .......................................... 83 3.2 The COVID-19 human capital shock: A life-cycle perspective .............................. 87 3.3 Using the HCI to simulate the impact of the pandemic ......................................... 92 Annex 3A. COVID-19 shock to the under-5 cohorts ............................................................ 97 Annex 3B. CO VID-19 shock to school-age cohorts ............................................................. 99 Notes ................................................................................................................................................. 100 References ....................................................................................................................................... 103 4 Utilizing Human Capital .............................................................................................. 108 4.1 Methodology and the basic UHCI measure ................................................................. 110 4.2 The basic UHCI in the data ............................................................................................... 112 4.3 The full UHCI ....................................................................................................................... 114 4.4 The full UHCI in the data ................................................................................................... 117 4.5 Comparing the utilization measures.............................................................................. 118 4.6 Disaggregation by region .................................................................................................. 120 4.7 Disaggregation by sex ......................................................................................................... 120 Notes .................................................................................................................................................. 125 References .......................................................................................................................................