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The non-linear impact of digitization on remittances inflow: Evidence from the BRICS

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  • Emara, Noha
  • Zhang, Yuanhao

Abstract

Due to the impact of COVID-19, it is important now more than ever to analyze the relationship between the improvement in digitization and the flow of remittances in order to fill the void that has come as a result of stay at home and quarantine orders. Using a comprehensive measure of digitization that encompasses the commonly used proxies of financial technology (Fintech) and employing a System Generalized Method of Moments (GMM) panel estimation methodology on annual data over the period 2004–2018, this paper examines the impact of digitization, as a proxy of Fintech, on the inflow of remittances for a sample of 34 developed and developing countries. Our analysis provides an interesting case study on Brazil, Russia, India, China and South Africa (BRICS), known as five emerging markets with a great number of workers out of abroad but below the average level of digital transfers. Using the Digital Ecosystem Development Index developed by Katz and Callorda (2018), the results of the paper uncover a statistically significant nonlinear relationship between the improvement in digitization measures and the inflow of remittances with an exact threshold level. More specifically, our results indicate that improvement in digitization may initially increase the remittances inflow leading to an increase in the stock of remittances received. Nevertheless, once the digitization index reaches its threshold level further improvement in digitization tends decrease as penetration increases, giving rise to a decline in the rate of remittances inflow. This result implies that the marginal effect of the digital penetration is larger when at its lower level, before the threshold level. For countries such as the BRICS, with a level of digitization below the average of our sample, policy makers should apply more aggressive and comprehensive policies to recoup the maximum gains of a digital ecosystem. Hence, our policy implications are directed towards increasing the investments in developing human capacity including carrying different skill development training programs to prepare individuals for the information age, expanding the internet coverage and speed especially in educational establishments, encouraging the use and access of electronic banking by consumers, producers, and governments, and taking cyber security and fraud protection more seriously to encourage the flow of remittances, especially in light of its renewed utility due to the recent pandemic.

Suggested Citation

  • Emara, Noha & Zhang, Yuanhao, 2021. "The non-linear impact of digitization on remittances inflow: Evidence from the BRICS," Telecommunications Policy, Elsevier, vol. 45(4).
  • Handle: RePEc:eee:telpol:v:45:y:2021:i:4:s0308596121000173
    DOI: 10.1016/j.telpol.2021.102112
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    1. Allen, Franklin & Demirguc-Kunt, Asli & Klapper, Leora & Martinez Peria, Maria Soledad, 2016. "The foundations of financial inclusion: Understanding ownership and use of formal accounts," Journal of Financial Intermediation, Elsevier, vol. 27(C), pages 1-30.
    2. Franklin Allen & Elena Carletti & Robert Cull & Jun ‘QJ’ Qian & Lemma Senbet & Patricio Valenzuela, 2014. "The African Financial Development and Financial Inclusion Gaps," Journal of African Economies, Centre for the Study of African Economies, vol. 23(5), pages 614-642.
    3. Noha Emara & Ayah El Said, 2021. "Sovereign ratings, foreign direct investment and contagion in emerging markets: Does being a BRICS country matter?," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(4), pages 5217-5234, October.
    4. Michael M. Alba & Jessaine Soraya C. Sugui, 2009. "Motives and Giving Norms Behind Remittances : The Case of Filipino Overseas Workers and their Recipient Households," UP School of Economics Discussion Papers 200907, University of the Philippines School of Economics.
    5. Stark, Oded & Taylor, J Edward, 1991. "Migration Incentives, Migration Types: The Role of Relative Deprivation," Economic Journal, Royal Economic Society, vol. 101(408), pages 1163-1178, September.
    6. Anita Pugliese & Julie Ray & Neli Esipova, 2016. "Do remittances differ depending on migration pathway and length of stay?," Remittances Review, Remittances Review, vol. 1(1), pages 105-118, October.
    7. Schrooten, Mechthild, 2005. "Bringing home the money: what determines worker's remittances to transition countries?," Discussion Paper Series a466, Institute of Economic Research, Hitotsubashi University.
    8. Emara, Noha & El Said, Ayah, 2021. "Financial inclusion and economic growth: The role of governance in selected MENA countries," International Review of Economics & Finance, Elsevier, vol. 75(C), pages 34-54.
    9. Ronia Hawash & Guenter Lang, 2010. "The Impact of Information Technology on Productivity in Developing Countries," Working Papers 19, The German University in Cairo, Faculty of Management Technology.
    10. Oded Stark, 2009. "Reasons for Remitting," World Economics, World Economics, 1 Ivory Square, Plantation Wharf, London, United Kingdom, SW11 3UE, vol. 10(3), pages 147-158, July.
    11. Vu, Khuong M., 2011. "ICT as a source of economic growth in the information age: Empirical evidence from the 1996-2005 period," Telecommunications Policy, Elsevier, vol. 35(4), pages 357-372, May.
    12. Lucas, Robert E B & Stark, Oded, 1985. "Motivations to Remit: Evidence from Botswana," Journal of Political Economy, University of Chicago Press, vol. 93(5), pages 901-918, October.
    13. Katz, Raúl & Jung, Juan & Callorda, Fernando, 2020. "Can digitization mitigate the economic damage of a pandemic? Evidence from SARS," Telecommunications Policy, Elsevier, vol. 44(10).
    14. Nicole B. Simpson & Chad Sparber, 2020. "Estimating the Determinants of Remittances Originating from US Households Using CPS Data," Eastern Economic Journal, Palgrave Macmillan;Eastern Economic Association, vol. 46(1), pages 161-189, January.
    15. Faini, Riccardo, 1994. "Workers Remittances and the Real Exchange Rate: A Quantitative Framework," Journal of Population Economics, Springer;European Society for Population Economics, vol. 7(2), pages 235-245.
    16. Aggarwal, Reena & Demirgüç-Kunt, Asli & Pería, Maria Soledad Martínez, 2011. "Do remittances promote financial development?," Journal of Development Economics, Elsevier, vol. 96(2), pages 255-264, November.
    17. Ambrosius, Christian & Cuecuecha, Alfredo, 2016. "Remittances and the Use of Formal and Informal Financial Services," World Development, Elsevier, vol. 77(C), pages 80-98.
    18. Takeshi Inoue & Shigeyuki Hamori, 2016. "Do Workers’ Remittances Promote Access to Finance? Evidence from Asia-Pacific Developing Countries," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 52(3), pages 765-774, March.
    19. Katz, Raul & Callorda, Fernando, 2018. "Accelerating the development of Latin American digital ecosystem and implications for broadband policy," Telecommunications Policy, Elsevier, vol. 42(9), pages 661-681.
    20. Lang, Guenter, 2009. "Measuring the returns of R&D--An empirical study of the German manufacturing sector over 45 years," Research Policy, Elsevier, vol. 38(9), pages 1438-1445, November.
    21. Craig Loschmann & Melissa Siegel, 2015. "Revisiting the Motivations behind Remittance Behavior: Evidence of Debt-Financed Migration from Afghanistan," Migration Letters, Migration Letters, vol. 12(1), pages 38-49, January.
    22. Michael M. Alba & Jessaine Soraya C. Sugui, 2009. "Motives and Giving Norms Behind Remittances : The Case of Filipino Overseas Workers and their Recipient Households," Development Economics Working Papers 23086, East Asian Bureau of Economic Research.
    23. Alba, Michael M. & Sugui, Jessaine Soraya C., 2009. "Motives and Giving Norms behind Remittances: the Case of Filipino Overseas Workers and their Recipient Households," Discussion Papers DP 2009-26, Philippine Institute for Development Studies.
    24. Freund, Caroline & Spatafora, Nikola, 2008. "Remittances, transaction costs, and informality," Journal of Development Economics, Elsevier, vol. 86(2), pages 356-366, June.
    25. Mr. Kangni R Kpodar & Mihasonirina Andrianaivo, 2011. "ICT, Financial Inclusion, and Growth: Evidence from African Countries," IMF Working Papers 2011/073, International Monetary Fund.
    26. Albiman, Masoud Mohammed & Sulong, Zunaidah, 2017. "The linear and non-linear impacts of ICT on economic growth, of disaggregate income groups within SSA region," Telecommunications Policy, Elsevier, vol. 41(7), pages 555-572.
    27. Sami Ben Naceur & Mr. Ralph Chami & Mohamed Trabelsi, 2020. "Do Remittances Enhance Financial Inclusion in LMICs and in Fragile States?," IMF Working Papers 2020/066, International Monetary Fund.
    28. Cortina Lorente,Juan Jose & Schmukler,Sergio L., 2018. "The Fintech Revolution: A Threat to Global Banking?," Research and Policy Briefs 125038, The World Bank.
    29. Siegfried, Nikolaus & Schiopu, Ioana, 2006. "Determinants of workers' remittances: evidence from the European Neighbouring Region," Working Paper Series 688, European Central Bank.
    30. Ahmed, Junaid & Martínez-Zarzoso, Inmaculada, 2016. "Do transfer costs matter for foreign remittances?," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 10, pages 1-36.
    31. Osili, Una Okonkwo, 2007. "Remittances and savings from international migration: Theory and evidence using a matched sample," Journal of Development Economics, Elsevier, vol. 83(2), pages 446-465, July.
    32. Thorsten Beck & Lemma Senbet & Witness Simbanegavi, 2015. "Financial Inclusion and Innovation in Africa: An Overview," Journal of African Economies, Centre for the Study of African Economies, vol. 24(suppl_1), pages 3-11.
    33. Emara, Noha & KASA, Hicran, 2020. "The Non-Linear Relationship between Financial Access and Domestic Savings," MPRA Paper 99256, University Library of Munich, Germany.
    34. Kangni Kpodar & Mihasonirina Andrianaivo, 2011. "ICT, Financial Inclusion and Growth: Evidence from African Countries," Post-Print halshs-00602411, HAL.
    35. Emara, Noha & Jhonsa, Eric, 2014. "Governance and economic growth: The case of Middle Eastern and North African countries," MPRA Paper 68683, University Library of Munich, Germany.
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    2. Emara, Noha & El Said, Ayah, 2021. "Financial inclusion and economic growth: The role of governance in selected MENA countries," International Review of Economics & Finance, Elsevier, vol. 75(C), pages 34-54.
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    7. Kuldeep Singh & Sam Goundar & Preetha Chandran & Amit Kumar Agrawal & Nimisha Singh & Prasanna Kolar, 2023. "Digital Banking through the Uncertain COVID Period: A Panel Data Study," JRFM, MDPI, vol. 16(5), pages 1-18, April.
    8. Ziauddin Ahmed & Anchana NaRanong, 2023. "The Effects of ICT/e-Government on Migrant Workers' Remittance Inflows in Bangladesh: An Empirical Study," Journal of Sustainable Development, Canadian Center of Science and Education, vol. 16(1), pages 1-53, May.
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    More about this item

    Keywords

    Remittances; Digitization; FinTech; Financial inclusion; BRICS;
    All these keywords.

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence

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