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Measuring human capital using global learning data

delete2021-03-10
delete108
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OA
AI
N
Noam Angrist *
S
Simeon Djankov
P
Pinelopi Goldberg
H
Harry Anthony Patrinos
DOI:10.1038/s41586-021-03323-7delete
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Abstract

Abstract

En 中文
Human capital-that is, resources associated with the knowledge and skills of individuals-is a critical component of economic development(1,2). Learning metrics that are comparable for countries globally are necessary to understand and track the formation of human capital. The increasing use of international achievement tests is an important step in this direction(3). However, such tests are administered primarily in developed countries(4), limiting our ability to analyse learning patterns in developing countries that may have the most to gain from the formation of human capital. Here we bridge this gap by constructing a globally comparable database of 164 countries from 2000 to 2017. The data represent 98% of the global population and developing economies comprise two-thirds of the included countries. Using this dataset, we show that global progress in learning-a priority Sustainable Development Goal-has been limited, despite increasing enrolment in primary and secondary education. Using an accounting exercise that includes a direct measure of schooling quality, we estimate that the role of human capital in explaining income differences across countries ranges from a fifth to half; this result has an intermediate position in the wide range of estimates provided in earlier papers in the literature(5-13). Moreover, we show that average estimates mask considerable heterogeneity associated with income grouping across countries and regions. This heterogeneity highlights the importance of including countries at various stages of economic development when analysing the role of human capital in economic development. Finally, we show that our database provides a measure of human capital that is more closely associated with economic growth than current measures that are included in the Penn world tables version 9.0(14) and the human development index of the United Nations(15).
Keywords:
EDUCATIONAL-ATTAINMENT
GROWTH
WORLD
STOCK
INVESTMENT
QUALITY

Journal

Nature cover
Nature
IF:
48.5
Papers:
1.8W
Citations:
96.5W

Organization

L
London School Economics and Political Science
Scholars:
3.8K
Papers: 3.2K
Citations: 40
T
the world bank
Scholars:
2
Papers: 30
Citations: 0
U
University of London
Scholars:
1.5K
Papers: 658
Citations: 0
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Cited Papers

Cited Papers

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IF0
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err0
PREAI
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Global Human Capital: Integrating Education and Population
errSCIENCE
IF45.8
err2011-07-29
err220
PREAI
errLutz, Wolfgang; Samir, K. C.
errShare
errSave
The Human Capital Stock: A Generalized Approach: Comment
err2019-03-01
err22
errOAAI
errCaselli, Francesco; Ciccone, Antonio
errShare
errSave
Retrospective cloud determinations from surface solar radiation measurements
err2008-10-01
err0
PREAI
errR. Giles Harrison; Nicky Chalmers; Robin J. Hogan
errShare
errSave
researcher View more