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ICT Use and Successful Learning: The Role of the Stock of Human Capital

Author

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  • Gregorio Gimenez

    (Faculty of Economics and Business Administration, Department of Applied Economics, University of Zaragoza, 50005 Zaragoza, Spain)

  • Luis Vargas-Montoya

    (Faculty of Economics and Business Administration, Department of Applied Economics, University of Zaragoza, 50005 Zaragoza, Spain
    Faculty of Economic Sciences, Economic Sciences Research Institute, University of Costa Rica, 2060 San José, Costa Rica
    College of Economic Sciences of Costa Rica, 11503 Mercedes, Costa Rica)

Abstract

Previous empirical studies have found a weak nexus between the use of information and communication technologies (ICT) for learning and students’ outcomes. However, this literature has not considered the role that the countries’ stock of human capital can have in the successful use of ICT for learning. In this paper, we test empirically the existence of complementarities between human capital and technology adoption for learning. We carry out an empirical analysis with PISA data from a large-scale sample of 363,412 students enrolled in 13,215 schools in 48 countries. We estimate a hierarchical linear model (HLM) of three levels: students, schools, and countries. Our results strongly support the evidence of a positive externality of the stock of human capital on ICT use for learning. When we consider the moderator-effect of the stock of human capital, we find that the negative outcome of ICT use on students’ outcomes in mathematics, reading and science turns positive (greater and more positive the higher the stocks of human capital are). The greater the stock of human capital an economy has, the more benefits it can get from investments in ICT for learning.

Suggested Citation

  • Gregorio Gimenez & Luis Vargas-Montoya, 2021. "ICT Use and Successful Learning: The Role of the Stock of Human Capital," Mathematics, MDPI, vol. 9(14), pages 1-15, July.
  • Handle: RePEc:gam:jmathe:v:9:y:2021:i:14:p:1648-:d:593407
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    3. Gamze Sart & Yilmaz Bayar & Adrian-Gabriel Corpădean & Marius Dan Gavriletea, 2022. "Impact of ICT and Globalization on Educational Attainment: Evidence from the New EU Member States," Sustainability, MDPI, vol. 14(5), pages 1-13, March.

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