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The drivers of financial development: Global evidence from internet and mobile usage

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  • Phuc Nguyen, Canh
  • Dinh Su, Thanh
  • Doytch, Nadia

Abstract

We study impact of internet and mobile usage on nine different indicators of financial development (FD), including depth, access, and efficiency of both, financial markets, and financial institutions, as well as overall financial development. We apply Granger causality and cointegration tests, PMG ARDL and PDOLS, and a two-step system GMM to a sample of 109 economies and two sub-samples (62 low- and middle-income economies (LMEs), 47 high-income economies (HIEs)) over the period of 1998–2017. The Granger causality tests show long-run bi-directional causality between internet/mobile usage and financial development. We find that internet usage has a significant negative impact on overall financial development, which could be attributed to a negative impact on financial institutions with all their three dimensions, depth, access, and efficiency. At the same time, internet has significant positive impact on financial markets with its three dimensions. Contrary to the opposing effects internet usage, mobile usage has a significant positive impact on all nine indices of financial development. The PMG ARDL and PDOLS estimations clarify that the positive impact of the internet is a short run effect, while the negative effect is a long-run one. The mobile usage impact is a long-run phenomenon. The estimations for two sub-samples show consistently positive impact of mobile phones in HIEs, whereas the results for LMEs are less robust.

Suggested Citation

  • Phuc Nguyen, Canh & Dinh Su, Thanh & Doytch, Nadia, 2020. "The drivers of financial development: Global evidence from internet and mobile usage," Information Economics and Policy, Elsevier, vol. 53(C).
  • Handle: RePEc:eee:iepoli:v:53:y:2020:i:c:s0167624520301360
    DOI: 10.1016/j.infoecopol.2020.100892
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    as
    1. Merola, Rossana, 2015. "The role of financial frictions during the crisis: An estimated DSGE model," Economic Modelling, Elsevier, vol. 48(C), pages 70-82.
    2. 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.
    3. 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.
    4. Shahbaz, Muhammad & Naeem, Muhammad & Ahad, Muhammad & Tahir, Iqbal, 2018. "Is natural resource abundance a stimulus for financial development in the USA?," Resources Policy, Elsevier, vol. 55(C), pages 223-232.
    5. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    6. Anders Akerman & Ingvil Gaarder & Magne Mogstad, 2015. "The Skill Complementarity of Broadband Internet," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(4), pages 1781-1824.
    7. Rickne, Johanna, 2013. "Labor market conditions and social insurance in China," China Economic Review, Elsevier, vol. 27(C), pages 52-68.
    8. Ductor, Lorenzo & Grechyna, Daryna, 2015. "Financial development, real sector, and economic growth," International Review of Economics & Finance, Elsevier, vol. 37(C), pages 393-405.
    9. Olufemi A. Aluko & Michael Adebayo Ajayi, 2018. "Determinants of banking sector development: Evidence from Sub-Saharan African countries," Borsa Istanbul Review, Research and Business Development Department, Borsa Istanbul, vol. 18(2), pages 122-129, June.
    10. Posedel Šimović, Petra & Tkalec, Marina & Vizek, Maruška & Lee, Junsoo, 2016. "Time-varying integration of the sovereign bond markets in European post-transition economies," Journal of Empirical Finance, Elsevier, vol. 36(C), pages 30-40.
    11. Yartey, Charles Amo, 2008. "Financial development, the structure of capital markets, and the global digital divide," Information Economics and Policy, Elsevier, vol. 20(2), pages 208-227, June.
    12. Zhang, Chengsi & Zhu, Yueteng & Lu, Zhe, 2015. "Trade openness, financial openness, and financial development in China," Journal of International Money and Finance, Elsevier, vol. 59(C), pages 287-309.
    13. Visser, Robin, 2019. "The effect of the internet on the margins of trade," Information Economics and Policy, Elsevier, vol. 46(C), pages 41-54.
    14. Dumitrescu, Elena-Ivona & Hurlin, Christophe, 2012. "Testing for Granger non-causality in heterogeneous panels," Economic Modelling, Elsevier, vol. 29(4), pages 1450-1460.
    15. Rizwan Mushtaq & Catherine Bruneau, 2019. "Microfinance, financial inclusion and ICT: Implications for poverty and inequality," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-03452826, HAL.
    16. Rizwan Mushtaq & Catherine Bruneau, 2019. "Microfinance, financial inclusion and ICT: Implications for poverty and inequality," Post-Print hal-03452826, HAL.
    17. Sassi, Seifallah & Goaied, Mohamed, 2013. "Financial development, ICT diffusion and economic growth: Lessons from MENA region," Telecommunications Policy, Elsevier, vol. 37(4), pages 252-261.
    18. Pyun, Ju Hyun & An, Jiyoun, 2016. "Capital and credit market integration and real economic contagion during the global financial crisis," Journal of International Money and Finance, Elsevier, vol. 67(C), pages 172-193.
    19. 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.
    20. Zhang, Ruixin & Ben Naceur, Sami, 2019. "Financial development, inequality, and poverty: Some international evidence," International Review of Economics & Finance, Elsevier, vol. 61(C), pages 1-16.
    21. Combes, Jean-Louis & Kinda, Tidiane & Ouedraogo, Rasmané & Plane, Patrick, 2019. "Financial flows and economic growth in developing countries," Economic Modelling, Elsevier, vol. 83(C), pages 195-209.
    22. repec:exe:wpaper:96/04 is not listed on IDEAS
    23. Birba, Ousmane & Diagne, Abdoulaye, 2012. "Determinants of adoption of Internet in Africa: Case of 17 sub-Saharan countries," Structural Change and Economic Dynamics, Elsevier, vol. 23(4), pages 463-472.
    24. Pradhan, Rudra P. & Arvin, Mak B. & Hall, John H., 2016. "Economic growth, development of telecommunications infrastructure, and financial development in Asia, 1991–2012," The Quarterly Review of Economics and Finance, Elsevier, vol. 59(C), pages 25-38.
    25. Kathleen M. Sheehan & Andrew T. Young, 2015. "It'S A Small World After All: Internet Access And Institutional Quality," Contemporary Economic Policy, Western Economic Association International, vol. 33(4), pages 649-667, October.
    26. Kao, Chihwa, 1999. "Spurious regression and residual-based tests for cointegration in panel data," Journal of Econometrics, Elsevier, vol. 90(1), pages 1-44, May.
    27. Joakim Westerlund, 2005. "New Simple Tests for Panel Cointegration," Econometric Reviews, Taylor & Francis Journals, vol. 24(3), pages 297-316.
    28. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    29. Kabbiri, Ronald & Dora, Manoj & Kumar, Vikas & Elepu, Gabriel & Gellynck, Xavier, 2018. "Mobile phone adoption in agri-food sector: Are farmers in Sub-Saharan Africa connected?," Technological Forecasting and Social Change, Elsevier, vol. 131(C), pages 253-261.
    30. David Roodman, 2006. "How to Do xtabond2," North American Stata Users' Group Meetings 2006 8, Stata Users Group.
    31. Zaidi, Syed Anees Haider & Wei, Zixiang & Gedikli, Ayfer & Zafar, Muhammad Wasif & Hou, Fujun & Iftikhar, Yaser, 2019. "The impact of globalization, natural resources abundance, and human capital on financial development: Evidence from thirty-one OECD countries," Resources Policy, Elsevier, vol. 64(C).
    32. Ng, Adam & Ibrahim, Mansor H. & Mirakhor, Abbas, 2016. "Does trust contribute to stock market development?," Economic Modelling, Elsevier, vol. 52(PA), pages 239-250.
    33. Mayer, Colin, 2002. "Financing the New Economy: financial institutions and corporate governance," Information Economics and Policy, Elsevier, vol. 14(2), pages 311-326, June.
    34. Odhiambo, Nicholas M., 2009. "Energy consumption and economic growth nexus in Tanzania: An ARDL bounds testing approach," Energy Policy, Elsevier, vol. 37(2), pages 617-622, February.
    35. Peter Pedroni, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 653-670, November.
    36. Harris, R. & Tzavalis, E., 1996. "Inference for Unit Roots in Dynamic Panels," Discussion Papers 9604, University of Exeter, Department of Economics.
    37. Ibrahim, Muazu & Sare, Yakubu Awudu, 2018. "Determinants of financial development in Africa: How robust is the interactive effect of trade openness and human capital?," Economic Analysis and Policy, Elsevier, vol. 60(C), pages 18-26.
    38. Lapatinas, Athanasios, 2019. "The effect of the Internet on economic sophistication: An empirical analysis," Economics Letters, Elsevier, vol. 174(C), pages 35-38.
    39. Ibrahim Bozkurt & Rıfat Karakuş & Melek Yildiz, 2018. "Spatial Determinants of Financial Inclusion over Time," Journal of International Development, John Wiley & Sons, Ltd., vol. 30(8), pages 1474-1504, November.
    40. Li, Shouwei & Zhuang, Yangyang & He, Jianmin, 2016. "Stock market stability: Diffusion entropy analysis," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 450(C), pages 462-465.
    41. Yang, Fan, 2019. "The impact of financial development on economic growth in middle-income countries," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 59(C), pages 74-89.
    42. Peter C. B. Phillips & Hyungsik R. Moon, 1999. "Linear Regression Limit Theory for Nonstationary Panel Data," Econometrica, Econometric Society, vol. 67(5), pages 1057-1112, September.
    43. Choi, In, 2001. "Unit root tests for panel data," Journal of International Money and Finance, Elsevier, vol. 20(2), pages 249-272, April.
    44. Katsiaryna Svirydzenka, 2016. "Introducing a New Broad-based Index of Financial Development," IMF Working Papers 2016/005, International Monetary Fund.
    45. Ozili, Peterson K, 2018. "Banking Stability Determinants in Africa," MPRA Paper 101825, University Library of Munich, Germany.
    46. Christiansen, Charlotte, 2014. "Integration of European bond markets," Journal of Banking & Finance, Elsevier, vol. 42(C), pages 191-198.
    47. Florence Jaumotte & Subir Lall & Chris Papageorgiou, 2013. "Rising Income Inequality: Technology, or Trade and Financial Globalization?," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 61(2), pages 271-309, June.
    48. Peterson K. Ozili, 2018. "Banking stability determinants in Africa," International Journal of Managerial Finance, Emerald Group Publishing Limited, vol. 14(4), pages 462-483, May.
    49. George R. G. Clarke & Scott J. Wallsten, 2006. "Has the Internet Increased Trade? Developed and Developing Country Evidence," Economic Inquiry, Western Economic Association International, vol. 44(3), pages 465-484, July.
    50. Mushtaq, Rizwan & Bruneau, Catherine, 2019. "Microfinance, financial inclusion and ICT: Implications for poverty and inequality," Technology in Society, Elsevier, vol. 59(C).
    51. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    52. Ahmed, Abdullahi D., 2016. "Integration of financial markets, financial development and growth: Is Africa different?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 42(C), pages 43-59.
    53. repec:bla:obuest:v:61:y:1999:i:0:p:653-70 is not listed on IDEAS
    54. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
    55. Haftu, Girmay Giday, 2019. "Information communications technology and economic growth in Sub-Saharan Africa: A panel data approach," Telecommunications Policy, Elsevier, vol. 43(1), pages 88-99.
    56. Anderson, T. W. & Hsiao, Cheng, 1982. "Formulation and estimation of dynamic models using panel data," Journal of Econometrics, Elsevier, vol. 18(1), pages 47-82, January.
    Full references (including those not matched with items on IDEAS)

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    More about this item

    Keywords

    Financial development; Financial institutions; Financial market; Technology; Internet; Mobile phone;
    All these keywords.

    JEL classification:

    • D53 - Microeconomics - - General Equilibrium and Disequilibrium - - - Financial Markets
    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • O14 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Industrialization; Manufacturing and Service Industries; Choice of Technology
    • O16 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Financial Markets; Saving and Capital Investment; Corporate Finance and Governance
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • L86 - Industrial Organization - - Industry Studies: Services - - - Information and Internet Services; Computer Software

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