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Cliometrics of learning-adjusted years of schooling: evidence from a new dataset

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  • Nadir Altinok

    (BETA/CNRS & University of Lorraine)

  • Claude Diebolt

    (BETA/CNRS & University of Strasbourg)

Abstract

Analyzing education does not only involve years of schooling, quality matters! This paper aims at providing better data on schooling with a focus on learning outcomes. It provides the largest dataset on learning outcomes, years of schooling and learning-adjusted year of schooling (LAYS) with comparable data between 1970 and 2020. The quantity dimension is measured by years of schooling and uses the latest data from Barro and Lee (J Dev Econ 104:184–198, 2013), while the quality dimension is taken from linking standardized, psychometrically robust international achievement tests and hybrid tests. The data are available for more than 120 countries between 1970 and 2020. Several findings can be highlighted. A global convergence on both learning outcomes and enrollment has occurred since 1970, but a breakdown can be found after 1990. A very low number of countries perform better after 2000 regarding the quality of schooling, while most countries have a stable level of learning outcomes.

Suggested Citation

  • Nadir Altinok & Claude Diebolt, 2024. "Cliometrics of learning-adjusted years of schooling: evidence from a new dataset," Cliometrica, Springer;Cliometric Society (Association Francaise de Cliométrie), vol. 18(3), pages 691-764, September.
  • Handle: RePEc:spr:cliomt:v:18:y:2024:i:3:d:10.1007_s11698-023-00276-x
    DOI: 10.1007/s11698-023-00276-x
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    1. Eric Hanushek & Ludger Woessmann, 2012. "Do better schools lead to more growth? Cognitive skills, economic outcomes, and causation," Journal of Economic Growth, Springer, vol. 17(4), pages 267-321, December.
    2. Caselli, Francesco, 2005. "Accounting for Cross-Country Income Differences," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 9, pages 679-741, Elsevier.
    3. 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.
    4. Claude Diebolt & Michael Haupert, 2022. "Cliometrics and the Future of Economic History," Working Papers of BETA 2022-23, Bureau d'Economie Théorique et Appliquée, UDS, Strasbourg.
    5. Noam Angrist & Simeon Djankov & Pinelopi K. Goldberg & Harry A. Patrinos, 2021. "Measuring human capital using global learning data," Nature, Nature, vol. 592(7854), pages 403-408, April.
    6. Filmer, Deon & Rogers, Halsey & Angrist, Noam & Sabarwal, Shwetlena, 2020. "Learning-adjusted years of schooling (LAYS): Defining a new macro measure of education," Economics of Education Review, Elsevier, vol. 77(C).
    7. Altinok, Nadir & Aydemir, Abdurrahman, 2017. "Does one size fit all? The impact of cognitive skills on economic growth," Journal of Macroeconomics, Elsevier, vol. 53(C), pages 176-190.
    8. Daniel Cohen & Marcelo Soto, 2007. "Growth and human capital: good data, good results," Journal of Economic Growth, Springer, vol. 12(1), pages 51-76, March.
    9. Claude Diebolt & Michael Haupert, 2021. "Cliometrics: Past, Present, and Future," Working Papers 04-21, Association Française de Cliométrie (AFC).
    10. Altinok, Nadir & Murseli, Hatidje, 2007. "International database on human capital quality," Economics Letters, Elsevier, vol. 96(2), pages 237-244, August.
    11. Nadir Altinok & Claude Diebolt & Jean-Luc Demeulemeester, 2014. "A new international database on education quality: 1965--2010," Applied Economics, Taylor & Francis Journals, vol. 46(11), pages 1212-1247, April.
    12. Eric A. Hanushek & Ludger Woessmann, 2008. "The Role of Cognitive Skills in Economic Development," Journal of Economic Literature, American Economic Association, vol. 46(3), pages 607-668, September.
    13. Angel de la Fuente & Rafael Doménech, 2006. "Human Capital in Growth Regressions: How Much Difference Does Data Quality Make?," Journal of the European Economic Association, MIT Press, vol. 4(1), pages 1-36, March.
    14. Caselli, Francesco, 2005. "Accounting for cross-country income differences," LSE Research Online Documents on Economics 5266, London School of Economics and Political Science, LSE Library.
    15. Barro, Robert J. & Lee, Jong Wha, 2013. "A new data set of educational attainment in the world, 1950–2010," Journal of Development Economics, Elsevier, vol. 104(C), pages 184-198.
    16. Claude Diebolt, 2016. "Cliometrica after 10 years: definition and principles of cliometric research," Cliometrica, Journal of Historical Economics and Econometric History, Association Française de Cliométrie (AFC), vol. 10(1), pages 1-4, january.
    17. Hanushek, Eric A. & Woessmann, Ludger, 2015. "The Knowledge Capital of Nations: Education and the Economics of Growth," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262029170, December.
    18. Demirgüç-Kunt, Asli & Torre, Iván, 2022. "Measuring human capital in middle income countries," Journal of Comparative Economics, Elsevier, vol. 50(4), pages 1036-1067.
    19. Ángel de la Fuente & Rafael Doménech, 2024. "Cross‐country data on skills and the quality of schooling: A selective survey," Journal of Economic Surveys, Wiley Blackwell, vol. 38(1), pages 3-26, February.
    20. Honaker, James & King, Gary & Blackwell, Matthew, 2011. "Amelia II: A Program for Missing Data," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 45(i07).
    21. Psacharopoulos, George, 1994. "Returns to investment in education: A global update," World Development, Elsevier, vol. 22(9), pages 1325-1343, September.
    22. Das, Jishnu & Zajonc, Tristan, 2010. "India shining and Bharat drowning: Comparing two Indian states to the worldwide distribution in mathematics achievement," Journal of Development Economics, Elsevier, vol. 92(2), pages 175-187, July.
    23. Nambury Raju, 1988. "The area between two item characteristic curves," Psychometrika, Springer;The Psychometric Society, vol. 53(4), pages 495-502, December.
    24. Cohen, Daniel & Leker, Laura, 2014. "Health and Education: Another Look with the Proper Data," CEPR Discussion Papers 9940, C.E.P.R. Discussion Papers.
    25. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    26. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    27. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    28. Kaarsen, Nicolai, 2014. "Cross-country differences in the quality of schooling," Journal of Development Economics, Elsevier, vol. 107(C), pages 215-224.
    29. Eric A. Hanushek & Ludger Woessmann, 2007. "The Role of School Improvement in Economic Development," NBER Working Papers 12832, National Bureau of Economic Research, Inc.
    30. Hanushek, Eric A., 2002. "Publicly provided education," Handbook of Public Economics, in: A. J. Auerbach & M. Feldstein (ed.), Handbook of Public Economics, edition 1, volume 4, chapter 30, pages 2045-2141, Elsevier.
    31. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    32. Tessa Bold & Deon Filmer & Gayle Martin & Ezequiel Molina & Brian Stacy & Christophe Rockmore & Jakob Svensson & Waly Wane, 2017. "Enrollment without Learning: Teacher Effort, Knowledge, and Skill in Primary Schools in Africa," Journal of Economic Perspectives, American Economic Association, vol. 31(4), pages 185-204, Fall.
    33. Jerik Hanushek & Dennis Kimko, 2006. "Schooling, Labor-force Quality, and the Growth of Nations," Voprosy obrazovaniya / Educational Studies Moscow, National Research University Higher School of Economics, issue 1, pages 154-193.
    34. Margaret Wu, 2010. "Comparing the Similarities and Differences of PISA 2003 and TIMSS," OECD Education Working Papers 32, OECD Publishing.
    35. Justin Sandefur, 2016. "Internationally Comparable Mathematics Scores for Fourteen African Countries - Working Paper 444," Working Papers 444, Center for Global Development.
    36. Glawe, Linda & Wagner, Helmut, 2022. "Is schooling the same as learning? – The impact of the learning-adjusted years of schooling on growth in a dynamic panel data framework," World Development, Elsevier, vol. 151(C).
    37. Paul Holland & Machteld Hoskens, 2003. "Classical Test Theory as a first-order Item Response Theory: Application to true-score prediction from a possibly nonparallel test," Psychometrika, Springer;The Psychometric Society, vol. 68(1), pages 123-149, March.
    38. Caselli, Francesco, 2005. "Accounting for cross-country income differences," LSE Research Online Documents on Economics 3567, London School of Economics and Political Science, LSE Library.
    39. Francesco Avvisati, 2021. "How much do 15-year-olds learn over one year of schooling?," PISA in Focus 115, OECD Publishing.
    40. Albano, Anthony D., 2016. "equate: An R Package for Observed-Score Linking and Equating," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 74(i08).
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    More about this item

    Keywords

    Quality; Human capital; Education; International; Achievement; Database; PISA; TIMSS; SACMEQ; PASEC; LLECE; EGRA;
    All these keywords.

    JEL classification:

    • C8 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs
    • I2 - Health, Education, and Welfare - - Education
    • N3 - Economic History - - Labor and Consumers, Demography, Education, Health, Welfare, Income, Wealth, Religion, and Philanthropy
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration

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